{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create DataFrame from dictionary list\n",
    "dataList = [\n",
    "            {'StockCode':'000001', 'Symbol':'平安银行'},\n",
    "            {'StockCode':'000002', 'Symbol':'万  科Ａ'},\n",
    "            {'StockCode':'000004', 'Symbol':'国农科技'}\n",
    "           ]\n",
    "\n",
    "df = pd.DataFrame(dataList)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Symbol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002</td>\n",
       "      <td>万  科Ａ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000004</td>\n",
       "      <td>国农科技</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  StockCode Symbol\n",
       "0    000001   平安银行\n",
       "1    000002  万  科Ａ\n",
       "2    000004   国农科技"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司代码</th>\n",
       "      <th>公司简称</th>\n",
       "      <th>代码</th>\n",
       "      <th>简称</th>\n",
       "      <th>上市日期</th>\n",
       "      <th>总股本</th>\n",
       "      <th>流通股本</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>600000</td>\n",
       "      <td>浦发银行</td>\n",
       "      <td>600000</td>\n",
       "      <td>浦发银行</td>\n",
       "      <td>1999-11-10</td>\n",
       "      <td>2935208.04</td>\n",
       "      <td>2810376.39</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>600004</td>\n",
       "      <td>白云机场</td>\n",
       "      <td>600004</td>\n",
       "      <td>白云机场</td>\n",
       "      <td>2003-04-28</td>\n",
       "      <td>206932.05</td>\n",
       "      <td>206932.05</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>600006</td>\n",
       "      <td>东风汽车</td>\n",
       "      <td>600006</td>\n",
       "      <td>东风汽车</td>\n",
       "      <td>1999-07-27</td>\n",
       "      <td>200000.00</td>\n",
       "      <td>200000.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>600007</td>\n",
       "      <td>中国国贸</td>\n",
       "      <td>600007</td>\n",
       "      <td>中国国贸</td>\n",
       "      <td>1999-03-12</td>\n",
       "      <td>100728.25</td>\n",
       "      <td>100728.25</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>600008</td>\n",
       "      <td>首创股份</td>\n",
       "      <td>600008</td>\n",
       "      <td>首创股份</td>\n",
       "      <td>2000-04-27</td>\n",
       "      <td>568544.82</td>\n",
       "      <td>482061.41</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>600009</td>\n",
       "      <td>上海机场</td>\n",
       "      <td>600009</td>\n",
       "      <td>上海机场</td>\n",
       "      <td>1998-02-18</td>\n",
       "      <td>192695.84</td>\n",
       "      <td>109347.64</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>600010</td>\n",
       "      <td>包钢股份</td>\n",
       "      <td>600010</td>\n",
       "      <td>包钢股份</td>\n",
       "      <td>2001-03-09</td>\n",
       "      <td>4558503.26</td>\n",
       "      <td>3167721.16</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>600011</td>\n",
       "      <td>华能国际</td>\n",
       "      <td>600011</td>\n",
       "      <td>华能国际</td>\n",
       "      <td>2001-12-06</td>\n",
       "      <td>1569809.34</td>\n",
       "      <td>1520038.34</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>600012</td>\n",
       "      <td>皖通高速</td>\n",
       "      <td>600012</td>\n",
       "      <td>皖通高速</td>\n",
       "      <td>2003-01-07</td>\n",
       "      <td>165861.00</td>\n",
       "      <td>165861.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>600015</td>\n",
       "      <td>华夏银行</td>\n",
       "      <td>600015</td>\n",
       "      <td>华夏银行</td>\n",
       "      <td>2003-09-12</td>\n",
       "      <td>1538722.40</td>\n",
       "      <td>1282268.67</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>600016</td>\n",
       "      <td>民生银行</td>\n",
       "      <td>600016</td>\n",
       "      <td>民生银行</td>\n",
       "      <td>2000-12-19</td>\n",
       "      <td>4378241.85</td>\n",
       "      <td>4378241.85</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>600017</td>\n",
       "      <td>日照港</td>\n",
       "      <td>600017</td>\n",
       "      <td>日照港</td>\n",
       "      <td>2006-10-17</td>\n",
       "      <td>307565.39</td>\n",
       "      <td>307565.39</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>600018</td>\n",
       "      <td>上港集团</td>\n",
       "      <td>600018</td>\n",
       "      <td>上港集团</td>\n",
       "      <td>2006-10-26</td>\n",
       "      <td>2317367.47</td>\n",
       "      <td>2317367.47</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>600019</td>\n",
       "      <td>宝钢股份</td>\n",
       "      <td>600019</td>\n",
       "      <td>宝钢股份</td>\n",
       "      <td>2000-12-12</td>\n",
       "      <td>2227613.41</td>\n",
       "      <td>2210108.69</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>600020</td>\n",
       "      <td>中原高速</td>\n",
       "      <td>600020</td>\n",
       "      <td>中原高速</td>\n",
       "      <td>2003-08-08</td>\n",
       "      <td>224737.18</td>\n",
       "      <td>224737.18</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>600021</td>\n",
       "      <td>上海电力</td>\n",
       "      <td>600021</td>\n",
       "      <td>上海电力</td>\n",
       "      <td>2003-10-29</td>\n",
       "      <td>261716.42</td>\n",
       "      <td>213973.93</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>600022</td>\n",
       "      <td>山东钢铁</td>\n",
       "      <td>600022</td>\n",
       "      <td>山东钢铁</td>\n",
       "      <td>2004-06-29</td>\n",
       "      <td>1094654.96</td>\n",
       "      <td>1094654.96</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>600023</td>\n",
       "      <td>浙能电力</td>\n",
       "      <td>600023</td>\n",
       "      <td>浙能电力</td>\n",
       "      <td>2013-12-19</td>\n",
       "      <td>1360069.00</td>\n",
       "      <td>1360069.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>600025</td>\n",
       "      <td>华能水电</td>\n",
       "      <td>600025</td>\n",
       "      <td>华能水电</td>\n",
       "      <td>2017-12-15</td>\n",
       "      <td>1800000.00</td>\n",
       "      <td>892800.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>600026</td>\n",
       "      <td>中远海能</td>\n",
       "      <td>600026</td>\n",
       "      <td>中远海能</td>\n",
       "      <td>2002-05-23</td>\n",
       "      <td>403203.29</td>\n",
       "      <td>403203.29</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>600027</td>\n",
       "      <td>华电国际</td>\n",
       "      <td>600027</td>\n",
       "      <td>华电国际</td>\n",
       "      <td>2005-02-03</td>\n",
       "      <td>986297.67</td>\n",
       "      <td>871297.67</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>600028</td>\n",
       "      <td>中国石化</td>\n",
       "      <td>600028</td>\n",
       "      <td>中国石化</td>\n",
       "      <td>2001-08-08</td>\n",
       "      <td>12107120.96</td>\n",
       "      <td>12107120.96</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>600029</td>\n",
       "      <td>南方航空</td>\n",
       "      <td>600029</td>\n",
       "      <td>南方航空</td>\n",
       "      <td>2003-07-25</td>\n",
       "      <td>1226717.23</td>\n",
       "      <td>1068909.92</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>600030</td>\n",
       "      <td>中信证券</td>\n",
       "      <td>600030</td>\n",
       "      <td>中信证券</td>\n",
       "      <td>2003-01-06</td>\n",
       "      <td>1211690.84</td>\n",
       "      <td>1209298.94</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>600031</td>\n",
       "      <td>三一重工</td>\n",
       "      <td>600031</td>\n",
       "      <td>三一重工</td>\n",
       "      <td>2003-07-03</td>\n",
       "      <td>837509.25</td>\n",
       "      <td>833789.65</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>600033</td>\n",
       "      <td>福建高速</td>\n",
       "      <td>600033</td>\n",
       "      <td>福建高速</td>\n",
       "      <td>2001-02-09</td>\n",
       "      <td>274440.00</td>\n",
       "      <td>274440.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>600035</td>\n",
       "      <td>楚天高速</td>\n",
       "      <td>600035</td>\n",
       "      <td>楚天高速</td>\n",
       "      <td>2004-03-10</td>\n",
       "      <td>172808.68</td>\n",
       "      <td>152670.32</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>600036</td>\n",
       "      <td>招商银行</td>\n",
       "      <td>600036</td>\n",
       "      <td>招商银行</td>\n",
       "      <td>2002-04-09</td>\n",
       "      <td>2521984.56</td>\n",
       "      <td>2521984.56</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>600037</td>\n",
       "      <td>歌华有线</td>\n",
       "      <td>600037</td>\n",
       "      <td>歌华有线</td>\n",
       "      <td>2001-02-08</td>\n",
       "      <td>139177.79</td>\n",
       "      <td>139177.79</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>600038</td>\n",
       "      <td>中直股份</td>\n",
       "      <td>600038</td>\n",
       "      <td>中直股份</td>\n",
       "      <td>2000-12-18</td>\n",
       "      <td>58947.67</td>\n",
       "      <td>58947.67</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>603939</td>\n",
       "      <td>益丰药房</td>\n",
       "      <td>603939</td>\n",
       "      <td>益丰药房</td>\n",
       "      <td>2015-02-17</td>\n",
       "      <td>37680.60</td>\n",
       "      <td>36269.47</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>603955</td>\n",
       "      <td>大千生态</td>\n",
       "      <td>603955</td>\n",
       "      <td>大千生态</td>\n",
       "      <td>2017-03-10</td>\n",
       "      <td>11310.00</td>\n",
       "      <td>7132.02</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>603956</td>\n",
       "      <td>威派格</td>\n",
       "      <td>603956</td>\n",
       "      <td>威派格</td>\n",
       "      <td>2019-02-22</td>\n",
       "      <td>42596.01</td>\n",
       "      <td>4259.61</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>603958</td>\n",
       "      <td>哈森股份</td>\n",
       "      <td>603958</td>\n",
       "      <td>哈森股份</td>\n",
       "      <td>2016-06-29</td>\n",
       "      <td>21989.66</td>\n",
       "      <td>21736.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>603959</td>\n",
       "      <td>百利科技</td>\n",
       "      <td>603959</td>\n",
       "      <td>百利科技</td>\n",
       "      <td>2016-05-17</td>\n",
       "      <td>43904.00</td>\n",
       "      <td>43904.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>603960</td>\n",
       "      <td>克来机电</td>\n",
       "      <td>603960</td>\n",
       "      <td>克来机电</td>\n",
       "      <td>2017-03-14</td>\n",
       "      <td>17576.00</td>\n",
       "      <td>6735.10</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>603963</td>\n",
       "      <td>大理药业</td>\n",
       "      <td>603963</td>\n",
       "      <td>大理药业</td>\n",
       "      <td>2017-09-22</td>\n",
       "      <td>16900.00</td>\n",
       "      <td>9928.75</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>603966</td>\n",
       "      <td>法兰泰克</td>\n",
       "      <td>603966</td>\n",
       "      <td>法兰泰克</td>\n",
       "      <td>2017-01-25</td>\n",
       "      <td>21097.96</td>\n",
       "      <td>9388.30</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>603967</td>\n",
       "      <td>中创物流</td>\n",
       "      <td>603967</td>\n",
       "      <td>中创物流</td>\n",
       "      <td>2019-04-29</td>\n",
       "      <td>26666.67</td>\n",
       "      <td>6666.67</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>603968</td>\n",
       "      <td>醋化股份</td>\n",
       "      <td>603968</td>\n",
       "      <td>醋化股份</td>\n",
       "      <td>2015-05-18</td>\n",
       "      <td>20448.00</td>\n",
       "      <td>20448.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>603969</td>\n",
       "      <td>银龙股份</td>\n",
       "      <td>603969</td>\n",
       "      <td>银龙股份</td>\n",
       "      <td>2015-02-27</td>\n",
       "      <td>84100.00</td>\n",
       "      <td>84100.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>603970</td>\n",
       "      <td>中农立华</td>\n",
       "      <td>603970</td>\n",
       "      <td>中农立华</td>\n",
       "      <td>2017-11-16</td>\n",
       "      <td>19200.01</td>\n",
       "      <td>9552.01</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>603976</td>\n",
       "      <td>正川股份</td>\n",
       "      <td>603976</td>\n",
       "      <td>正川股份</td>\n",
       "      <td>2017-08-22</td>\n",
       "      <td>15120.00</td>\n",
       "      <td>3829.99</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>603977</td>\n",
       "      <td>国泰集团</td>\n",
       "      <td>603977</td>\n",
       "      <td>国泰集团</td>\n",
       "      <td>2016-11-11</td>\n",
       "      <td>39123.40</td>\n",
       "      <td>17595.20</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>603978</td>\n",
       "      <td>深圳新星</td>\n",
       "      <td>603978</td>\n",
       "      <td>深圳新星</td>\n",
       "      <td>2017-08-07</td>\n",
       "      <td>16000.00</td>\n",
       "      <td>7612.17</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>603979</td>\n",
       "      <td>金诚信</td>\n",
       "      <td>603979</td>\n",
       "      <td>金诚信</td>\n",
       "      <td>2015-06-30</td>\n",
       "      <td>58340.84</td>\n",
       "      <td>58340.84</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>603980</td>\n",
       "      <td>吉华集团</td>\n",
       "      <td>603980</td>\n",
       "      <td>吉华集团</td>\n",
       "      <td>2017-06-15</td>\n",
       "      <td>70000.00</td>\n",
       "      <td>34388.63</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>603982</td>\n",
       "      <td>泉峰汽车</td>\n",
       "      <td>603982</td>\n",
       "      <td>泉峰汽车</td>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>20000.00</td>\n",
       "      <td>5000.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>603985</td>\n",
       "      <td>恒润股份</td>\n",
       "      <td>603985</td>\n",
       "      <td>恒润股份</td>\n",
       "      <td>2017-05-05</td>\n",
       "      <td>14560.00</td>\n",
       "      <td>9318.40</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>603986</td>\n",
       "      <td>兆易创新</td>\n",
       "      <td>603986</td>\n",
       "      <td>兆易创新</td>\n",
       "      <td>2016-08-18</td>\n",
       "      <td>30758.25</td>\n",
       "      <td>20850.17</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1461</th>\n",
       "      <td>603987</td>\n",
       "      <td>康德莱</td>\n",
       "      <td>603987</td>\n",
       "      <td>康德莱</td>\n",
       "      <td>2016-11-21</td>\n",
       "      <td>44160.90</td>\n",
       "      <td>26610.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1462</th>\n",
       "      <td>603988</td>\n",
       "      <td>中电电机</td>\n",
       "      <td>603988</td>\n",
       "      <td>中电电机</td>\n",
       "      <td>2014-11-04</td>\n",
       "      <td>23520.00</td>\n",
       "      <td>23520.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1463</th>\n",
       "      <td>603989</td>\n",
       "      <td>艾华集团</td>\n",
       "      <td>603989</td>\n",
       "      <td>艾华集团</td>\n",
       "      <td>2015-05-15</td>\n",
       "      <td>39000.22</td>\n",
       "      <td>39000.22</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1464</th>\n",
       "      <td>603990</td>\n",
       "      <td>麦迪科技</td>\n",
       "      <td>603990</td>\n",
       "      <td>麦迪科技</td>\n",
       "      <td>2016-12-08</td>\n",
       "      <td>11288.88</td>\n",
       "      <td>8438.08</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>603991</td>\n",
       "      <td>至正股份</td>\n",
       "      <td>603991</td>\n",
       "      <td>至正股份</td>\n",
       "      <td>2017-03-08</td>\n",
       "      <td>7453.50</td>\n",
       "      <td>4107.89</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1466</th>\n",
       "      <td>603993</td>\n",
       "      <td>洛阳钼业</td>\n",
       "      <td>603993</td>\n",
       "      <td>洛阳钼业</td>\n",
       "      <td>2012-10-09</td>\n",
       "      <td>2159924.06</td>\n",
       "      <td>2159924.06</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1467</th>\n",
       "      <td>603996</td>\n",
       "      <td>ST中新</td>\n",
       "      <td>603996</td>\n",
       "      <td>ST中新</td>\n",
       "      <td>2015-12-22</td>\n",
       "      <td>30015.00</td>\n",
       "      <td>30015.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468</th>\n",
       "      <td>603997</td>\n",
       "      <td>继峰股份</td>\n",
       "      <td>603997</td>\n",
       "      <td>继峰股份</td>\n",
       "      <td>2015-03-02</td>\n",
       "      <td>63941.32</td>\n",
       "      <td>63187.09</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1469</th>\n",
       "      <td>603998</td>\n",
       "      <td>方盛制药</td>\n",
       "      <td>603998</td>\n",
       "      <td>方盛制药</td>\n",
       "      <td>2014-12-05</td>\n",
       "      <td>43782.27</td>\n",
       "      <td>42519.67</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1470</th>\n",
       "      <td>603999</td>\n",
       "      <td>读者传媒</td>\n",
       "      <td>603999</td>\n",
       "      <td>读者传媒</td>\n",
       "      <td>2015-12-10</td>\n",
       "      <td>57600.00</td>\n",
       "      <td>57600.00</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1471 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       公司代码    公司简称       代码      简称          上市日期          总股本         流通股本  \\\n",
       "0     600000    浦发银行  600000    浦发银行    1999-11-10   2935208.04   2810376.39   \n",
       "1     600004    白云机场  600004    白云机场    2003-04-28    206932.05    206932.05   \n",
       "2     600006    东风汽车  600006    东风汽车    1999-07-27    200000.00    200000.00   \n",
       "3     600007    中国国贸  600007    中国国贸    1999-03-12    100728.25    100728.25   \n",
       "4     600008    首创股份  600008    首创股份    2000-04-27    568544.82    482061.41   \n",
       "5     600009    上海机场  600009    上海机场    1998-02-18    192695.84    109347.64   \n",
       "6     600010    包钢股份  600010    包钢股份    2001-03-09   4558503.26   3167721.16   \n",
       "7     600011    华能国际  600011    华能国际    2001-12-06   1569809.34   1520038.34   \n",
       "8     600012    皖通高速  600012    皖通高速    2003-01-07    165861.00    165861.00   \n",
       "9     600015    华夏银行  600015    华夏银行    2003-09-12   1538722.40   1282268.67   \n",
       "10    600016    民生银行  600016    民生银行    2000-12-19   4378241.85   4378241.85   \n",
       "11    600017     日照港  600017     日照港    2006-10-17    307565.39    307565.39   \n",
       "12    600018    上港集团  600018    上港集团    2006-10-26   2317367.47   2317367.47   \n",
       "13    600019    宝钢股份  600019    宝钢股份    2000-12-12   2227613.41   2210108.69   \n",
       "14    600020    中原高速  600020    中原高速    2003-08-08    224737.18    224737.18   \n",
       "15    600021    上海电力  600021    上海电力    2003-10-29    261716.42    213973.93   \n",
       "16    600022    山东钢铁  600022    山东钢铁    2004-06-29   1094654.96   1094654.96   \n",
       "17    600023    浙能电力  600023    浙能电力    2013-12-19   1360069.00   1360069.00   \n",
       "18    600025    华能水电  600025    华能水电    2017-12-15   1800000.00    892800.00   \n",
       "19    600026    中远海能  600026    中远海能    2002-05-23    403203.29    403203.29   \n",
       "20    600027    华电国际  600027    华电国际    2005-02-03    986297.67    871297.67   \n",
       "21    600028    中国石化  600028    中国石化    2001-08-08  12107120.96  12107120.96   \n",
       "22    600029    南方航空  600029    南方航空    2003-07-25   1226717.23   1068909.92   \n",
       "23    600030    中信证券  600030    中信证券    2003-01-06   1211690.84   1209298.94   \n",
       "24    600031    三一重工  600031    三一重工    2003-07-03    837509.25    833789.65   \n",
       "25    600033    福建高速  600033    福建高速    2001-02-09    274440.00    274440.00   \n",
       "26    600035    楚天高速  600035    楚天高速    2004-03-10    172808.68    152670.32   \n",
       "27    600036    招商银行  600036    招商银行    2002-04-09   2521984.56   2521984.56   \n",
       "28    600037    歌华有线  600037    歌华有线    2001-02-08    139177.79    139177.79   \n",
       "29    600038    中直股份  600038    中直股份    2000-12-18     58947.67     58947.67   \n",
       "...      ...     ...     ...     ...           ...          ...          ...   \n",
       "1441  603939    益丰药房  603939    益丰药房    2015-02-17     37680.60     36269.47   \n",
       "1442  603955    大千生态  603955    大千生态    2017-03-10     11310.00      7132.02   \n",
       "1443  603956     威派格  603956     威派格    2019-02-22     42596.01      4259.61   \n",
       "1444  603958    哈森股份  603958    哈森股份    2016-06-29     21989.66     21736.00   \n",
       "1445  603959    百利科技  603959    百利科技    2016-05-17     43904.00     43904.00   \n",
       "1446  603960    克来机电  603960    克来机电    2017-03-14     17576.00      6735.10   \n",
       "1447  603963    大理药业  603963    大理药业    2017-09-22     16900.00      9928.75   \n",
       "1448  603966    法兰泰克  603966    法兰泰克    2017-01-25     21097.96      9388.30   \n",
       "1449  603967    中创物流  603967    中创物流    2019-04-29     26666.67      6666.67   \n",
       "1450  603968    醋化股份  603968    醋化股份    2015-05-18     20448.00     20448.00   \n",
       "1451  603969    银龙股份  603969    银龙股份    2015-02-27     84100.00     84100.00   \n",
       "1452  603970    中农立华  603970    中农立华    2017-11-16     19200.01      9552.01   \n",
       "1453  603976    正川股份  603976    正川股份    2017-08-22     15120.00      3829.99   \n",
       "1454  603977    国泰集团  603977    国泰集团    2016-11-11     39123.40     17595.20   \n",
       "1455  603978    深圳新星  603978    深圳新星    2017-08-07     16000.00      7612.17   \n",
       "1456  603979     金诚信  603979     金诚信    2015-06-30     58340.84     58340.84   \n",
       "1457  603980    吉华集团  603980    吉华集团    2017-06-15     70000.00     34388.63   \n",
       "1458  603982    泉峰汽车  603982    泉峰汽车    2019-05-22     20000.00      5000.00   \n",
       "1459  603985    恒润股份  603985    恒润股份    2017-05-05     14560.00      9318.40   \n",
       "1460  603986    兆易创新  603986    兆易创新    2016-08-18     30758.25     20850.17   \n",
       "1461  603987     康德莱  603987     康德莱    2016-11-21     44160.90     26610.00   \n",
       "1462  603988    中电电机  603988    中电电机    2014-11-04     23520.00     23520.00   \n",
       "1463  603989    艾华集团  603989    艾华集团    2015-05-15     39000.22     39000.22   \n",
       "1464  603990    麦迪科技  603990    麦迪科技    2016-12-08     11288.88      8438.08   \n",
       "1465  603991    至正股份  603991    至正股份    2017-03-08      7453.50      4107.89   \n",
       "1466  603993    洛阳钼业  603993    洛阳钼业    2012-10-09   2159924.06   2159924.06   \n",
       "1467  603996    ST中新  603996    ST中新    2015-12-22     30015.00     30015.00   \n",
       "1468  603997    继峰股份  603997    继峰股份    2015-03-02     63941.32     63187.09   \n",
       "1469  603998    方盛制药  603998    方盛制药    2014-12-05     43782.27     42519.67   \n",
       "1470  603999    读者传媒  603999    读者传媒    2015-12-10     57600.00     57600.00   \n",
       "\n",
       "     Unnamed: 7  \n",
       "0                \n",
       "1                \n",
       "2                \n",
       "3                \n",
       "4                \n",
       "5                \n",
       "6                \n",
       "7                \n",
       "8                \n",
       "9                \n",
       "10               \n",
       "11               \n",
       "12               \n",
       "13               \n",
       "14               \n",
       "15               \n",
       "16               \n",
       "17               \n",
       "18               \n",
       "19               \n",
       "20               \n",
       "21               \n",
       "22               \n",
       "23               \n",
       "24               \n",
       "25               \n",
       "26               \n",
       "27               \n",
       "28               \n",
       "29               \n",
       "...         ...  \n",
       "1441             \n",
       "1442             \n",
       "1443             \n",
       "1444             \n",
       "1445             \n",
       "1446             \n",
       "1447             \n",
       "1448             \n",
       "1449             \n",
       "1450             \n",
       "1451             \n",
       "1452             \n",
       "1453             \n",
       "1454             \n",
       "1455             \n",
       "1456             \n",
       "1457             \n",
       "1458             \n",
       "1459             \n",
       "1460             \n",
       "1461             \n",
       "1462             \n",
       "1463             \n",
       "1464             \n",
       "1465             \n",
       "1466             \n",
       "1467             \n",
       "1468             \n",
       "1469             \n",
       "1470             \n",
       "\n",
       "[1471 rows x 8 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create DataFrame from csv file\n",
    "csv_df = pd.read_csv('../data/shanghai_stocks.csv', sep='\\t', encoding='gb2312')\n",
    "csv_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司代码</th>\n",
       "      <th>公司简称</th>\n",
       "      <th>公司全称</th>\n",
       "      <th>英文名称</th>\n",
       "      <th>注册地址</th>\n",
       "      <th>A股代码</th>\n",
       "      <th>A股简称</th>\n",
       "      <th>A股上市日期</th>\n",
       "      <th>A股总股本</th>\n",
       "      <th>A股流通股本</th>\n",
       "      <th>B股代码</th>\n",
       "      <th>B股 简 称</th>\n",
       "      <th>B股上市日期</th>\n",
       "      <th>B股总股本</th>\n",
       "      <th>B股流通股本</th>\n",
       "      <th>地      区</th>\n",
       "      <th>省    份</th>\n",
       "      <th>城     市</th>\n",
       "      <th>所属行业</th>\n",
       "      <th>公司网址</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>平安银行股份有限公司</td>\n",
       "      <td>Ping An Bank Co., Ltd.</td>\n",
       "      <td>广东省深圳市罗湖区深南东路5047号</td>\n",
       "      <td>1</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>17,170,411,366</td>\n",
       "      <td>17,170,245,848</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.bank.pingan.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>万  科Ａ</td>\n",
       "      <td>万科企业股份有限公司</td>\n",
       "      <td>CHINA VANKE CO., LTD.</td>\n",
       "      <td>广东省深圳市盐田区大梅沙环梅路33号万科中心</td>\n",
       "      <td>2</td>\n",
       "      <td>万  科Ａ</td>\n",
       "      <td>1991-01-29</td>\n",
       "      <td>9,724,196,533</td>\n",
       "      <td>9,715,170,043</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.vanke.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>国农科技</td>\n",
       "      <td>深圳中国农大科技股份有限公司</td>\n",
       "      <td>SHENZHEN CAU TECHNOLOGY CO., LTD</td>\n",
       "      <td>广东省深圳市南山区中心路（深圳湾段）3333号中铁南方总部大厦503室</td>\n",
       "      <td>4</td>\n",
       "      <td>国农科技</td>\n",
       "      <td>1990-12-01</td>\n",
       "      <td>83,976,684</td>\n",
       "      <td>82,604,584</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.sz000004.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>世纪星源</td>\n",
       "      <td>深圳世纪星源股份有限公司</td>\n",
       "      <td>SHENZHEN FOUNTAIN CORPORATION</td>\n",
       "      <td>广东省深圳市人民南路发展中心大厦13层</td>\n",
       "      <td>5</td>\n",
       "      <td>世纪星源</td>\n",
       "      <td>1990-12-10</td>\n",
       "      <td>1,058,536,842</td>\n",
       "      <td>1,057,946,242</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>N 公共环保</td>\n",
       "      <td>www.fountain.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>深振业Ａ</td>\n",
       "      <td>深圳市振业(集团)股份有限公司</td>\n",
       "      <td>SHENZHEN ZHENYE(GROUP) CO.,LTD.</td>\n",
       "      <td>广东省深圳市罗湖区宝安南路2014号振业大厦A座31层</td>\n",
       "      <td>6</td>\n",
       "      <td>深振业Ａ</td>\n",
       "      <td>1992-04-27</td>\n",
       "      <td>1,349,995,046</td>\n",
       "      <td>1,348,307,972</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.zhenye.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7</td>\n",
       "      <td>全新好</td>\n",
       "      <td>深圳市全新好股份有限公司</td>\n",
       "      <td>SHENZHEN Quanxinhao CO., LTD.</td>\n",
       "      <td>广东省深圳市福田区梅林街道梅康路8号理想时代大厦6楼</td>\n",
       "      <td>7</td>\n",
       "      <td>全新好</td>\n",
       "      <td>1992-04-13</td>\n",
       "      <td>346,448,044</td>\n",
       "      <td>308,945,044</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8</td>\n",
       "      <td>神州高铁</td>\n",
       "      <td>神州高铁技术股份有限公司</td>\n",
       "      <td>China High-Speed Railway Technology Co., Ltd.</td>\n",
       "      <td>北京市海淀区高梁桥斜街59号院1号楼16层1606</td>\n",
       "      <td>8</td>\n",
       "      <td>神州高铁</td>\n",
       "      <td>1992-05-07</td>\n",
       "      <td>2,780,795,346</td>\n",
       "      <td>2,593,770,878</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华北</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.shenzhou-gaotie.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>9</td>\n",
       "      <td>中国宝安</td>\n",
       "      <td>中国宝安集团股份有限公司</td>\n",
       "      <td>CHINA BAOAN GROUP CO., LTD.</td>\n",
       "      <td>广东省深圳市笋岗东路1002号宝安广场A座28-29层</td>\n",
       "      <td>9</td>\n",
       "      <td>中国宝安</td>\n",
       "      <td>1991-06-25</td>\n",
       "      <td>2,149,344,971</td>\n",
       "      <td>2,119,864,066</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>S 综合</td>\n",
       "      <td>www.chinabaoan.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10</td>\n",
       "      <td>*ST美丽</td>\n",
       "      <td>深圳美丽生态股份有限公司</td>\n",
       "      <td>SHENZHEN ECOBEAUTY CO., LTD.</td>\n",
       "      <td>广东省深圳市宝安区西乡街道宝安桃花源科技创新园主园A栋孵化大楼321-322室</td>\n",
       "      <td>10</td>\n",
       "      <td>*ST美丽</td>\n",
       "      <td>1995-10-27</td>\n",
       "      <td>819,854,713</td>\n",
       "      <td>522,093,498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>E 建筑业</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>11</td>\n",
       "      <td>深物业A</td>\n",
       "      <td>深圳市物业发展(集团)股份有限公司</td>\n",
       "      <td>ShenZhen Properties &amp; Resources Development (G...</td>\n",
       "      <td>广东省深圳市人民南路国贸大厦39、42层</td>\n",
       "      <td>11</td>\n",
       "      <td>深物业A</td>\n",
       "      <td>1992-03-30</td>\n",
       "      <td>528,373,849</td>\n",
       "      <td>175,862,626</td>\n",
       "      <td>200011.0</td>\n",
       "      <td>深物业B</td>\n",
       "      <td>1992-03-30</td>\n",
       "      <td>67,605,243</td>\n",
       "      <td>67,605,243</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.szwuye.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>12</td>\n",
       "      <td>南  玻Ａ</td>\n",
       "      <td>中国南玻集团股份有限公司</td>\n",
       "      <td>CSG HOLDING CO.,LTD.</td>\n",
       "      <td>广东省深圳市蛇口工业六路一号南玻大厦</td>\n",
       "      <td>12</td>\n",
       "      <td>南  玻Ａ</td>\n",
       "      <td>1992-02-28</td>\n",
       "      <td>1,998,827,103</td>\n",
       "      <td>1,954,069,455</td>\n",
       "      <td>200012.0</td>\n",
       "      <td>南  玻Ｂ</td>\n",
       "      <td>1992-02-28</td>\n",
       "      <td>1,109,369,060</td>\n",
       "      <td>1,109,366,333</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.csgholding.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>14</td>\n",
       "      <td>沙河股份</td>\n",
       "      <td>沙河实业股份有限公司</td>\n",
       "      <td>SHAHE INDUSTRIAL CO.,LTD.</td>\n",
       "      <td>广东省深圳市南山区白石路2222号沙河世纪楼</td>\n",
       "      <td>14</td>\n",
       "      <td>沙河股份</td>\n",
       "      <td>1992-06-02</td>\n",
       "      <td>201,705,187</td>\n",
       "      <td>201,705,187</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.shahe.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>16</td>\n",
       "      <td>深康佳Ａ</td>\n",
       "      <td>康佳集团股份有限公司</td>\n",
       "      <td>KONKA GROUP CO.,LTD</td>\n",
       "      <td>广东省深圳市南山区粤海街道科技园科技南十二路28号康佳研发大厦15-24层</td>\n",
       "      <td>16</td>\n",
       "      <td>深康佳Ａ</td>\n",
       "      <td>1992-03-27</td>\n",
       "      <td>1,596,593,800</td>\n",
       "      <td>1,596,574,300</td>\n",
       "      <td>200016.0</td>\n",
       "      <td>深康佳Ｂ</td>\n",
       "      <td>1992-03-27</td>\n",
       "      <td>811,351,608</td>\n",
       "      <td>811,351,608</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.konka.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>17</td>\n",
       "      <td>深中华A</td>\n",
       "      <td>深圳中华自行车(集团)股份有限公司</td>\n",
       "      <td>SHENZHEN CHINA BICYCLE COMPANY(HOLDINGS) LIMITED</td>\n",
       "      <td>广东省深圳市布心路3008号</td>\n",
       "      <td>17</td>\n",
       "      <td>深中华A</td>\n",
       "      <td>1992-03-31</td>\n",
       "      <td>302,984,965</td>\n",
       "      <td>302,981,008</td>\n",
       "      <td>200017.0</td>\n",
       "      <td>深中华B</td>\n",
       "      <td>1992-03-31</td>\n",
       "      <td>248,362,982</td>\n",
       "      <td>248,362,982</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.cbc.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>18</td>\n",
       "      <td>*ST神城</td>\n",
       "      <td>神州长城股份有限公司</td>\n",
       "      <td>Sino Great Wall Co.,Ltd.</td>\n",
       "      <td>广东省深圳市大鹏新区葵涌街道白石岗葵鹏路26号</td>\n",
       "      <td>18</td>\n",
       "      <td>*ST神城</td>\n",
       "      <td>1992-06-16</td>\n",
       "      <td>1,434,441,780</td>\n",
       "      <td>995,889,682</td>\n",
       "      <td>200018.0</td>\n",
       "      <td>*ST神城B</td>\n",
       "      <td>1992-06-16</td>\n",
       "      <td>263,803,231</td>\n",
       "      <td>263,803,231</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>E 建筑业</td>\n",
       "      <td>www.sgwde.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>19</td>\n",
       "      <td>深粮控股</td>\n",
       "      <td>深圳市深粮控股股份有限公司</td>\n",
       "      <td>SHENZHEN CEREALS HOLDINGS CO.,LTD.</td>\n",
       "      <td>广东省深圳市南山区粤海街道学府路科技园南区软件产业基地4栋B座8层</td>\n",
       "      <td>19</td>\n",
       "      <td>深粮控股</td>\n",
       "      <td>1992-10-12</td>\n",
       "      <td>1,100,785,974</td>\n",
       "      <td>415,920,398</td>\n",
       "      <td>200019.0</td>\n",
       "      <td>深粮B</td>\n",
       "      <td>1992-10-12</td>\n",
       "      <td>51,749,280</td>\n",
       "      <td>51,749,280</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.slkg1949.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20</td>\n",
       "      <td>深华发Ａ</td>\n",
       "      <td>深圳中恒华发股份有限公司</td>\n",
       "      <td>SHENZHEN ZHONGHENG HUAFA CO., LTD.</td>\n",
       "      <td>广东省深圳市福田区华发北路411幢</td>\n",
       "      <td>20</td>\n",
       "      <td>深华发Ａ</td>\n",
       "      <td>1992-04-28</td>\n",
       "      <td>181,165,391</td>\n",
       "      <td>181,165,391</td>\n",
       "      <td>200020.0</td>\n",
       "      <td>深华发Ｂ</td>\n",
       "      <td>1992-04-28</td>\n",
       "      <td>101,995,836</td>\n",
       "      <td>101,995,836</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.hwafa.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>21</td>\n",
       "      <td>深科技</td>\n",
       "      <td>深圳长城开发科技股份有限公司</td>\n",
       "      <td>SHENZHEN KAIFA TECHNOLOGY CO., LTD</td>\n",
       "      <td>广东省深圳市福田区彩田路7006号</td>\n",
       "      <td>21</td>\n",
       "      <td>深科技</td>\n",
       "      <td>1994-02-02</td>\n",
       "      <td>1,471,259,363</td>\n",
       "      <td>1,470,715,176</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.kaifa.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>23</td>\n",
       "      <td>深天地Ａ</td>\n",
       "      <td>深圳市天地(集团)股份有限公司</td>\n",
       "      <td>SHENZHEN UNIVERSE (GROUP)CO.,LTD</td>\n",
       "      <td>广东省深圳市高新技术产业园北区朗山路东物商业大楼10楼</td>\n",
       "      <td>23</td>\n",
       "      <td>深天地Ａ</td>\n",
       "      <td>1993-04-29</td>\n",
       "      <td>138,756,240</td>\n",
       "      <td>138,756,240</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.000023.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>25</td>\n",
       "      <td>特  力Ａ</td>\n",
       "      <td>深圳市特力(集团)股份有限公司</td>\n",
       "      <td>Shenzhen Tellus Holding Co.,Ltd</td>\n",
       "      <td>广东省深圳市深南中路中核大厦</td>\n",
       "      <td>25</td>\n",
       "      <td>特  力Ａ</td>\n",
       "      <td>1993-06-21</td>\n",
       "      <td>392,778,320</td>\n",
       "      <td>392,778,320</td>\n",
       "      <td>200025.0</td>\n",
       "      <td>特  力Ｂ</td>\n",
       "      <td>1993-06-21</td>\n",
       "      <td>38,280,000</td>\n",
       "      <td>38,280,000</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.tellus.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>26</td>\n",
       "      <td>飞亚达Ａ</td>\n",
       "      <td>飞亚达（集团）股份有限公司</td>\n",
       "      <td>FIYTA  HOLDINGS  LTD.</td>\n",
       "      <td>广东省深圳市南山区高新南一道飞亚达科技大厦</td>\n",
       "      <td>26</td>\n",
       "      <td>飞亚达Ａ</td>\n",
       "      <td>1993-06-03</td>\n",
       "      <td>361,320,881</td>\n",
       "      <td>356,716,368</td>\n",
       "      <td>200026.0</td>\n",
       "      <td>飞亚达Ｂ</td>\n",
       "      <td>1993-06-03</td>\n",
       "      <td>81,648,000</td>\n",
       "      <td>81,648,000</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.fiytagroup.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>27</td>\n",
       "      <td>深圳能源</td>\n",
       "      <td>深圳能源集团股份有限公司</td>\n",
       "      <td>Shenzhen Energy Group Co., Ltd.</td>\n",
       "      <td>广东省深圳市福田区金田路2026号能源大厦北塔楼9，29-31，34-41层</td>\n",
       "      <td>27</td>\n",
       "      <td>深圳能源</td>\n",
       "      <td>1993-09-03</td>\n",
       "      <td>3,964,491,597</td>\n",
       "      <td>3,964,491,597</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>D 水电煤气</td>\n",
       "      <td>www.sec.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>28</td>\n",
       "      <td>国药一致</td>\n",
       "      <td>国药集团一致药业股份有限公司</td>\n",
       "      <td>China National Accord Medicines Corporation Ltd.</td>\n",
       "      <td>广东省深圳市福田区八卦四路15号一致药业大楼</td>\n",
       "      <td>28</td>\n",
       "      <td>国药一致</td>\n",
       "      <td>1993-08-09</td>\n",
       "      <td>373,241,383</td>\n",
       "      <td>307,744,355</td>\n",
       "      <td>200028.0</td>\n",
       "      <td>一致Ｂ</td>\n",
       "      <td>1993-08-09</td>\n",
       "      <td>54,885,600</td>\n",
       "      <td>54,884,475</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.szaccord.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>29</td>\n",
       "      <td>深深房Ａ</td>\n",
       "      <td>深圳经济特区房地产(集团)股份有限公司</td>\n",
       "      <td>ShenZhen Special Economic Zone Real Estate&amp;Pro...</td>\n",
       "      <td>广东省深圳市人民南路3005号深房广场47楼</td>\n",
       "      <td>29</td>\n",
       "      <td>深深房Ａ</td>\n",
       "      <td>1993-09-15</td>\n",
       "      <td>891,660,000</td>\n",
       "      <td>891,591,000</td>\n",
       "      <td>200029.0</td>\n",
       "      <td>深深房Ｂ</td>\n",
       "      <td>1994-01-10</td>\n",
       "      <td>120,000,000</td>\n",
       "      <td>120,000,000</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.sfjt.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>30</td>\n",
       "      <td>富奥股份</td>\n",
       "      <td>富奥汽车零部件股份有限公司</td>\n",
       "      <td>FAWER Automotive Parts Limited Company</td>\n",
       "      <td>吉林省长春市汽车经济技术开发区东风南街777号</td>\n",
       "      <td>30</td>\n",
       "      <td>富奥股份</td>\n",
       "      <td>1993-09-29</td>\n",
       "      <td>1,762,733,196</td>\n",
       "      <td>1,759,880,870</td>\n",
       "      <td>200030.0</td>\n",
       "      <td>富奥B</td>\n",
       "      <td>1993-09-29</td>\n",
       "      <td>47,818,915</td>\n",
       "      <td>47,818,915</td>\n",
       "      <td>东北</td>\n",
       "      <td>吉林</td>\n",
       "      <td>长春市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>31</td>\n",
       "      <td>大悦城</td>\n",
       "      <td>大悦城控股集团股份有限公司</td>\n",
       "      <td>GRANDJOY HOLDINGS GROUP CO.,LTD.</td>\n",
       "      <td>广东省深圳市宝安区新安街道3区龙井二路3号中粮地产集团中心第1层101室</td>\n",
       "      <td>31</td>\n",
       "      <td>大悦城</td>\n",
       "      <td>1993-10-08</td>\n",
       "      <td>3,925,870,338</td>\n",
       "      <td>1,813,722,958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.cofco-property.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>32</td>\n",
       "      <td>深桑达Ａ</td>\n",
       "      <td>深圳市桑达实业股份有限公司</td>\n",
       "      <td>SHENZHEN SED INDUSTRY CO.,LTD</td>\n",
       "      <td>广东省深圳市南山区科技园科技路1号桑达科技大厦15-17楼</td>\n",
       "      <td>32</td>\n",
       "      <td>深桑达Ａ</td>\n",
       "      <td>1993-10-28</td>\n",
       "      <td>413,219,661</td>\n",
       "      <td>411,283,660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.sedind.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>34</td>\n",
       "      <td>神州数码</td>\n",
       "      <td>神州数码集团股份有限公司</td>\n",
       "      <td>Digital China Group Co.,Ltd.</td>\n",
       "      <td>广东省深圳市南山区粤海街道科发路8号金融基地1栋11楼E1</td>\n",
       "      <td>34</td>\n",
       "      <td>神州数码</td>\n",
       "      <td>1994-05-09</td>\n",
       "      <td>654,070,434</td>\n",
       "      <td>485,475,941</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.digitalchina.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>35</td>\n",
       "      <td>中国天楹</td>\n",
       "      <td>中国天楹股份有限公司</td>\n",
       "      <td>China Tianying Inc.</td>\n",
       "      <td>江苏省南通市海安县城黄海大道（西）268号</td>\n",
       "      <td>35</td>\n",
       "      <td>中国天楹</td>\n",
       "      <td>1994-04-08</td>\n",
       "      <td>2,438,736,365</td>\n",
       "      <td>1,281,089,502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>南通市</td>\n",
       "      <td>N 公共环保</td>\n",
       "      <td>www.ctyi.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>36</td>\n",
       "      <td>华联控股</td>\n",
       "      <td>华联控股股份有限公司</td>\n",
       "      <td>CHINA UNION HOLDINGS LTD.</td>\n",
       "      <td>广东省深圳市深南中路2008号华联大厦11层(1103-1109室)</td>\n",
       "      <td>36</td>\n",
       "      <td>华联控股</td>\n",
       "      <td>1994-06-17</td>\n",
       "      <td>1,483,934,025</td>\n",
       "      <td>1,475,023,304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.udcgroup.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2130</th>\n",
       "      <td>300750</td>\n",
       "      <td>宁德时代</td>\n",
       "      <td>宁德时代新能源科技股份有限公司</td>\n",
       "      <td>Contemporary Amperex Technology Co., Limited</td>\n",
       "      <td>福建省宁德市蕉城区漳湾镇新港路2号</td>\n",
       "      <td>300750</td>\n",
       "      <td>宁德时代</td>\n",
       "      <td>2018-06-11</td>\n",
       "      <td>2,195,017,400</td>\n",
       "      <td>1,197,056,171</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>福建</td>\n",
       "      <td>宁德市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.catlbattery.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2131</th>\n",
       "      <td>300751</td>\n",
       "      <td>迈为股份</td>\n",
       "      <td>苏州迈为科技股份有限公司</td>\n",
       "      <td>Suzhou Maxwell Technologies Co., Ltd.</td>\n",
       "      <td>江苏省苏州市吴江经济开发区庞金路1801号庞金工业坊D02幢</td>\n",
       "      <td>300751</td>\n",
       "      <td>迈为股份</td>\n",
       "      <td>2018-11-09</td>\n",
       "      <td>52,000,000</td>\n",
       "      <td>13,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>苏州市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.maxwell-gp.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2132</th>\n",
       "      <td>300752</td>\n",
       "      <td>隆利科技</td>\n",
       "      <td>深圳市隆利科技股份有限公司</td>\n",
       "      <td>SHENZHEN LONGLI TECHNOLOGY CO.,LTD</td>\n",
       "      <td>广东省深圳市龙华区大浪街道高峰社区鹊山路光浩工业园G栋3层、4层</td>\n",
       "      <td>300752</td>\n",
       "      <td>隆利科技</td>\n",
       "      <td>2018-11-30</td>\n",
       "      <td>116,257,920</td>\n",
       "      <td>29,064,480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.blbgy.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2133</th>\n",
       "      <td>300753</td>\n",
       "      <td>爱朋医疗</td>\n",
       "      <td>江苏爱朋医疗科技股份有限公司</td>\n",
       "      <td>Jiangsu Apon Medical Technology Co., Ltd.</td>\n",
       "      <td>江苏省南通市如东县经济开发区永通大道东侧</td>\n",
       "      <td>300753</td>\n",
       "      <td>爱朋医疗</td>\n",
       "      <td>2018-12-13</td>\n",
       "      <td>80,800,000</td>\n",
       "      <td>20,200,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>南通市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.apon.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2134</th>\n",
       "      <td>300755</td>\n",
       "      <td>华致酒行</td>\n",
       "      <td>华致酒行连锁管理股份有限公司</td>\n",
       "      <td>Vats Liquor Chain Store Management Joint Stock...</td>\n",
       "      <td>云南省迪庆藏族自治州香格里拉经济开发区中心片区</td>\n",
       "      <td>300755</td>\n",
       "      <td>华致酒行</td>\n",
       "      <td>2019-01-29</td>\n",
       "      <td>231,554,667</td>\n",
       "      <td>57,746,467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>西南</td>\n",
       "      <td>云南</td>\n",
       "      <td>迪庆藏族自治州</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.vatsliquor.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2135</th>\n",
       "      <td>300756</td>\n",
       "      <td>中山金马</td>\n",
       "      <td>中山市金马科技娱乐设备股份有限公司</td>\n",
       "      <td>Golden Horse Technology Entertainment Corporat...</td>\n",
       "      <td>广东省中山市火炬开发区沿江东三路5号</td>\n",
       "      <td>300756</td>\n",
       "      <td>中山金马</td>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>72,000,000</td>\n",
       "      <td>18,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>中山市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.jinmabrand.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2136</th>\n",
       "      <td>300757</td>\n",
       "      <td>罗博特科</td>\n",
       "      <td>罗博特科智能科技股份有限公司</td>\n",
       "      <td>RoboTechnik Intelligent Technology Co., LTD</td>\n",
       "      <td>江苏省苏州工业园区唯亭港浪路3号</td>\n",
       "      <td>300757</td>\n",
       "      <td>罗博特科</td>\n",
       "      <td>2019-01-08</td>\n",
       "      <td>104,000,000</td>\n",
       "      <td>26,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>苏州市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.robo-technik.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2137</th>\n",
       "      <td>300758</td>\n",
       "      <td>七彩化学</td>\n",
       "      <td>鞍山七彩化学股份有限公司</td>\n",
       "      <td>ANSHAN HIFICHEM CO.,LTD.</td>\n",
       "      <td>辽宁省鞍山市腾鳌经济开发区一号路八号</td>\n",
       "      <td>300758</td>\n",
       "      <td>七彩化学</td>\n",
       "      <td>2019-02-22</td>\n",
       "      <td>106,680,000</td>\n",
       "      <td>26,680,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>东北</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>鞍山市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.hifichem.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2138</th>\n",
       "      <td>300759</td>\n",
       "      <td>康龙化成</td>\n",
       "      <td>康龙化成（北京）新药技术股份有限公司</td>\n",
       "      <td>Pharmaron Beijing Co., Ltd.</td>\n",
       "      <td>北京市北京经济技术开发区泰河路6号1幢八层</td>\n",
       "      <td>300759</td>\n",
       "      <td>康龙化成</td>\n",
       "      <td>2019-01-28</td>\n",
       "      <td>656,293,575</td>\n",
       "      <td>65,630,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华北</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京市</td>\n",
       "      <td>M 科研服务</td>\n",
       "      <td>www.pharmaron.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2139</th>\n",
       "      <td>300760</td>\n",
       "      <td>迈瑞医疗</td>\n",
       "      <td>深圳迈瑞生物医疗电子股份有限公司</td>\n",
       "      <td>Shenzhen Mindray Bio-Medical Electronics Co., ...</td>\n",
       "      <td>广东省深圳市深圳市光明区根玉路1203号</td>\n",
       "      <td>300760</td>\n",
       "      <td>迈瑞医疗</td>\n",
       "      <td>2018-10-16</td>\n",
       "      <td>1,215,691,266</td>\n",
       "      <td>121,600,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.mindray.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2140</th>\n",
       "      <td>300761</td>\n",
       "      <td>立华股份</td>\n",
       "      <td>江苏立华牧业股份有限公司</td>\n",
       "      <td>JIANGSU LIHUA ANIMAL HUSBANDRY CO., LTD.</td>\n",
       "      <td>江苏省常州市武进区牛塘镇卢西村委河西村500号</td>\n",
       "      <td>300761</td>\n",
       "      <td>立华股份</td>\n",
       "      <td>2019-02-18</td>\n",
       "      <td>403,880,000</td>\n",
       "      <td>41,280,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>常州市</td>\n",
       "      <td>A 农林牧渔</td>\n",
       "      <td>www.lihuamuye.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2141</th>\n",
       "      <td>300762</td>\n",
       "      <td>上海瀚讯</td>\n",
       "      <td>上海瀚讯信息技术股份有限公司</td>\n",
       "      <td>Jushri Technologies, Inc.</td>\n",
       "      <td>上海市长宁区金钟路999号4幢601室</td>\n",
       "      <td>300762</td>\n",
       "      <td>上海瀚讯</td>\n",
       "      <td>2019-03-14</td>\n",
       "      <td>133,360,000</td>\n",
       "      <td>33,360,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>上海</td>\n",
       "      <td>上海市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.jushri.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142</th>\n",
       "      <td>300763</td>\n",
       "      <td>锦浪科技</td>\n",
       "      <td>宁波锦浪新能源科技股份有限公司</td>\n",
       "      <td>Ningbo Ginlong Technologies Co., Ltd.</td>\n",
       "      <td>浙江省象山县经济开发区滨海工业园金通路57号</td>\n",
       "      <td>300763</td>\n",
       "      <td>锦浪科技</td>\n",
       "      <td>2019-03-19</td>\n",
       "      <td>79,999,952</td>\n",
       "      <td>20,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>浙江</td>\n",
       "      <td>宁波市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.ginlong.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2143</th>\n",
       "      <td>300765</td>\n",
       "      <td>新诺威</td>\n",
       "      <td>石药集团新诺威制药股份有限公司</td>\n",
       "      <td>CSPC Innovation Pharmaceutical Co.,Ltd.</td>\n",
       "      <td>河北省石家庄市栾城区富强西路36号</td>\n",
       "      <td>300765</td>\n",
       "      <td>新诺威</td>\n",
       "      <td>2019-03-22</td>\n",
       "      <td>200,000,000</td>\n",
       "      <td>50,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华北</td>\n",
       "      <td>河北</td>\n",
       "      <td>石家庄市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.xnwpharma.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2144</th>\n",
       "      <td>300766</td>\n",
       "      <td>每日互动</td>\n",
       "      <td>浙江每日互动网络科技股份有限公司</td>\n",
       "      <td>Zhejiang Merit Interactive Network Technology ...</td>\n",
       "      <td>浙江省杭州市西湖区西溪路525号A楼西区418室</td>\n",
       "      <td>300766</td>\n",
       "      <td>每日互动</td>\n",
       "      <td>2019-03-25</td>\n",
       "      <td>400,100,000</td>\n",
       "      <td>40,100,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>浙江</td>\n",
       "      <td>杭州市</td>\n",
       "      <td>I 信息技术</td>\n",
       "      <td>www.getui.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2145</th>\n",
       "      <td>300767</td>\n",
       "      <td>震安科技</td>\n",
       "      <td>震安科技股份有限公司</td>\n",
       "      <td>QuakeSafe Technologies Co.,Ltd.</td>\n",
       "      <td>云南省昆明市官渡区工业园区昆明国际印刷包装城D-2-4-1、D-2-4-2地块</td>\n",
       "      <td>300767</td>\n",
       "      <td>震安科技</td>\n",
       "      <td>2019-03-29</td>\n",
       "      <td>80,000,000</td>\n",
       "      <td>20,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>西南</td>\n",
       "      <td>云南</td>\n",
       "      <td>昆明市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.ynzajz.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2146</th>\n",
       "      <td>300768</td>\n",
       "      <td>迪普科技</td>\n",
       "      <td>杭州迪普科技股份有限公司</td>\n",
       "      <td>Hangzhou DPtech Technologies Co.,Ltd.</td>\n",
       "      <td>浙江省杭州市滨江区通和路68号中财大厦6楼</td>\n",
       "      <td>300768</td>\n",
       "      <td>迪普科技</td>\n",
       "      <td>2019-04-12</td>\n",
       "      <td>400,010,000</td>\n",
       "      <td>40,010,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>浙江</td>\n",
       "      <td>杭州市</td>\n",
       "      <td>I 信息技术</td>\n",
       "      <td>www.dptech.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2147</th>\n",
       "      <td>300769</td>\n",
       "      <td>德方纳米</td>\n",
       "      <td>深圳市德方纳米科技股份有限公司</td>\n",
       "      <td>Shenzhen Dynanonic CO.,LTD.</td>\n",
       "      <td>广东省深圳市南山区创盛路1号康和盛大楼223-224</td>\n",
       "      <td>300769</td>\n",
       "      <td>德方纳米</td>\n",
       "      <td>2019-04-15</td>\n",
       "      <td>42,745,652</td>\n",
       "      <td>10,690,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.dynanonic.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2148</th>\n",
       "      <td>300770</td>\n",
       "      <td>新媒股份</td>\n",
       "      <td>广东南方新媒体股份有限公司</td>\n",
       "      <td>Guangdong South New Media Co.,Ltd</td>\n",
       "      <td>广东省广州市越秀区人民北路686号自编25幢411房</td>\n",
       "      <td>300770</td>\n",
       "      <td>新媒股份</td>\n",
       "      <td>2019-04-19</td>\n",
       "      <td>128,365,637</td>\n",
       "      <td>32,100,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>广州市</td>\n",
       "      <td>I 信息技术</td>\n",
       "      <td>www.snm.gd.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2149</th>\n",
       "      <td>300771</td>\n",
       "      <td>智莱科技</td>\n",
       "      <td>深圳市智莱科技股份有限公司</td>\n",
       "      <td>Shenzhen Zhilai Sci and Tech Co., Ltd.</td>\n",
       "      <td>广东省深圳市南山区学苑大道1001号南山智园C3栋15层</td>\n",
       "      <td>300771</td>\n",
       "      <td>智莱科技</td>\n",
       "      <td>2019-04-22</td>\n",
       "      <td>100,000,000</td>\n",
       "      <td>25,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.szzhilai.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2150</th>\n",
       "      <td>300772</td>\n",
       "      <td>运达股份</td>\n",
       "      <td>浙江运达风电股份有限公司</td>\n",
       "      <td>Zhejiang Windey Co.,Ltd.</td>\n",
       "      <td>浙江省杭州钱江经济开发区顺风路558号</td>\n",
       "      <td>300772</td>\n",
       "      <td>运达股份</td>\n",
       "      <td>2019-04-26</td>\n",
       "      <td>293,960,000</td>\n",
       "      <td>73,490,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>浙江</td>\n",
       "      <td>杭州市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.chinawindey.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2151</th>\n",
       "      <td>300773</td>\n",
       "      <td>拉卡拉</td>\n",
       "      <td>拉卡拉支付股份有限公司</td>\n",
       "      <td>Lakala Payment Co., Ltd.</td>\n",
       "      <td>北京市海淀区北清路中关村壹号D1座6层606</td>\n",
       "      <td>300773</td>\n",
       "      <td>拉卡拉</td>\n",
       "      <td>2019-04-25</td>\n",
       "      <td>400,010,000</td>\n",
       "      <td>40,010,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华北</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京市</td>\n",
       "      <td>I 信息技术</td>\n",
       "      <td>www.lakala.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2152</th>\n",
       "      <td>300775</td>\n",
       "      <td>三角防务</td>\n",
       "      <td>西安三角防务股份有限公司</td>\n",
       "      <td>Xi\"an Triangle Defense Co.,Ltd.</td>\n",
       "      <td>陕西省西安市航空基地蓝天二路8号</td>\n",
       "      <td>300775</td>\n",
       "      <td>三角防务</td>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>495,500,000</td>\n",
       "      <td>49,550,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>西北</td>\n",
       "      <td>陕西</td>\n",
       "      <td>西安市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.400mn.com/ch/Default.asp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2153</th>\n",
       "      <td>300776</td>\n",
       "      <td>帝尔激光</td>\n",
       "      <td>武汉帝尔激光科技股份有限公司</td>\n",
       "      <td>WUHAN DR LASER TECHNOLOGY CORP.,LTD</td>\n",
       "      <td>湖北省武汉市东湖新技术开发区华师园二路5号武汉高科国有控股集团有限公司光存储园三号厂房</td>\n",
       "      <td>300776</td>\n",
       "      <td>帝尔激光</td>\n",
       "      <td>2019-05-17</td>\n",
       "      <td>66,125,150</td>\n",
       "      <td>16,536,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华中</td>\n",
       "      <td>湖北</td>\n",
       "      <td>武汉市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.drlaser.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2154</th>\n",
       "      <td>300777</td>\n",
       "      <td>中简科技</td>\n",
       "      <td>中简科技股份有限公司</td>\n",
       "      <td>Sinofibers Technology Co.,Ltd.</td>\n",
       "      <td>江苏省常州市新北区兴丰路6号</td>\n",
       "      <td>300777</td>\n",
       "      <td>中简科技</td>\n",
       "      <td>2019-05-16</td>\n",
       "      <td>400,010,000</td>\n",
       "      <td>40,010,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>常州市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>300778</td>\n",
       "      <td>新城市</td>\n",
       "      <td>深圳市新城市规划建筑设计股份有限公司</td>\n",
       "      <td>SHENZHEN NEW LAND TOOL PLANNING &amp; ARCHITECTURA...</td>\n",
       "      <td>广东省深圳市龙岗区中心城清林中路39号新城市大厦10楼</td>\n",
       "      <td>300778</td>\n",
       "      <td>新城市</td>\n",
       "      <td>2019-05-10</td>\n",
       "      <td>80,000,000</td>\n",
       "      <td>20,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>M 科研服务</td>\n",
       "      <td>www.nlt.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2156</th>\n",
       "      <td>300779</td>\n",
       "      <td>惠城环保</td>\n",
       "      <td>青岛惠城环保科技股份有限公司</td>\n",
       "      <td>Qingdao Huicheng Environmental Technology Co.,...</td>\n",
       "      <td>山东省青岛经济技术开发区淮河东路57号</td>\n",
       "      <td>300779</td>\n",
       "      <td>惠城环保</td>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>100,000,000</td>\n",
       "      <td>25,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>山东</td>\n",
       "      <td>青岛市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.hcpect.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2157</th>\n",
       "      <td>300780</td>\n",
       "      <td>德恩精工</td>\n",
       "      <td>四川德恩精工科技股份有限公司</td>\n",
       "      <td>Sichuan Dawn Precision Technology Co.,Ltd</td>\n",
       "      <td>四川省眉山市青神县竹艺大道8号</td>\n",
       "      <td>300780</td>\n",
       "      <td>德恩精工</td>\n",
       "      <td>2019-05-31</td>\n",
       "      <td>146,670,000</td>\n",
       "      <td>36,670,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>西南</td>\n",
       "      <td>四川</td>\n",
       "      <td>眉山市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.cpt-world.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2158</th>\n",
       "      <td>300781</td>\n",
       "      <td>因赛集团</td>\n",
       "      <td>广东因赛品牌营销集团股份有限公司</td>\n",
       "      <td>Guangdong Insight Brand Marketing Group Co., Ltd.</td>\n",
       "      <td>广东省广州市天河区珠江新城临江大道3号发展中心20楼</td>\n",
       "      <td>300781</td>\n",
       "      <td>因赛集团</td>\n",
       "      <td>2019-06-06</td>\n",
       "      <td>84,541,420</td>\n",
       "      <td>21,135,355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>广州市</td>\n",
       "      <td>L 商务服务</td>\n",
       "      <td>www.gdinsight.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2159</th>\n",
       "      <td>300782</td>\n",
       "      <td>卓胜微</td>\n",
       "      <td>江苏卓胜微电子股份有限公司</td>\n",
       "      <td>Maxscend Microelectronics Company Limited</td>\n",
       "      <td>江苏省无锡市滨湖区建筑西路777号A3幢11层</td>\n",
       "      <td>300782</td>\n",
       "      <td>卓胜微</td>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>100,000,000</td>\n",
       "      <td>25,000,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>无锡市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.maxscend.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2160 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        公司代码   公司简称                 公司全称  \\\n",
       "0          1   平安银行           平安银行股份有限公司   \n",
       "1          2  万  科Ａ           万科企业股份有限公司   \n",
       "2          4   国农科技       深圳中国农大科技股份有限公司   \n",
       "3          5   世纪星源         深圳世纪星源股份有限公司   \n",
       "4          6   深振业Ａ      深圳市振业(集团)股份有限公司   \n",
       "5          7    全新好         深圳市全新好股份有限公司   \n",
       "6          8   神州高铁         神州高铁技术股份有限公司   \n",
       "7          9   中国宝安         中国宝安集团股份有限公司   \n",
       "8         10  *ST美丽         深圳美丽生态股份有限公司   \n",
       "9         11   深物业A    深圳市物业发展(集团)股份有限公司   \n",
       "10        12  南  玻Ａ         中国南玻集团股份有限公司   \n",
       "11        14   沙河股份           沙河实业股份有限公司   \n",
       "12        16   深康佳Ａ           康佳集团股份有限公司   \n",
       "13        17   深中华A    深圳中华自行车(集团)股份有限公司   \n",
       "14        18  *ST神城           神州长城股份有限公司   \n",
       "15        19   深粮控股        深圳市深粮控股股份有限公司   \n",
       "16        20   深华发Ａ         深圳中恒华发股份有限公司   \n",
       "17        21    深科技       深圳长城开发科技股份有限公司   \n",
       "18        23   深天地Ａ      深圳市天地(集团)股份有限公司   \n",
       "19        25  特  力Ａ      深圳市特力(集团)股份有限公司   \n",
       "20        26   飞亚达Ａ        飞亚达（集团）股份有限公司   \n",
       "21        27   深圳能源         深圳能源集团股份有限公司   \n",
       "22        28   国药一致       国药集团一致药业股份有限公司   \n",
       "23        29   深深房Ａ  深圳经济特区房地产(集团)股份有限公司   \n",
       "24        30   富奥股份        富奥汽车零部件股份有限公司   \n",
       "25        31    大悦城        大悦城控股集团股份有限公司   \n",
       "26        32   深桑达Ａ        深圳市桑达实业股份有限公司   \n",
       "27        34   神州数码         神州数码集团股份有限公司   \n",
       "28        35   中国天楹           中国天楹股份有限公司   \n",
       "29        36   华联控股           华联控股股份有限公司   \n",
       "...      ...    ...                  ...   \n",
       "2130  300750   宁德时代      宁德时代新能源科技股份有限公司   \n",
       "2131  300751   迈为股份         苏州迈为科技股份有限公司   \n",
       "2132  300752   隆利科技        深圳市隆利科技股份有限公司   \n",
       "2133  300753   爱朋医疗       江苏爱朋医疗科技股份有限公司   \n",
       "2134  300755   华致酒行       华致酒行连锁管理股份有限公司   \n",
       "2135  300756   中山金马    中山市金马科技娱乐设备股份有限公司   \n",
       "2136  300757   罗博特科       罗博特科智能科技股份有限公司   \n",
       "2137  300758   七彩化学         鞍山七彩化学股份有限公司   \n",
       "2138  300759   康龙化成   康龙化成（北京）新药技术股份有限公司   \n",
       "2139  300760   迈瑞医疗     深圳迈瑞生物医疗电子股份有限公司   \n",
       "2140  300761   立华股份         江苏立华牧业股份有限公司   \n",
       "2141  300762   上海瀚讯       上海瀚讯信息技术股份有限公司   \n",
       "2142  300763   锦浪科技      宁波锦浪新能源科技股份有限公司   \n",
       "2143  300765    新诺威      石药集团新诺威制药股份有限公司   \n",
       "2144  300766   每日互动     浙江每日互动网络科技股份有限公司   \n",
       "2145  300767   震安科技           震安科技股份有限公司   \n",
       "2146  300768   迪普科技         杭州迪普科技股份有限公司   \n",
       "2147  300769   德方纳米      深圳市德方纳米科技股份有限公司   \n",
       "2148  300770   新媒股份        广东南方新媒体股份有限公司   \n",
       "2149  300771   智莱科技        深圳市智莱科技股份有限公司   \n",
       "2150  300772   运达股份         浙江运达风电股份有限公司   \n",
       "2151  300773    拉卡拉          拉卡拉支付股份有限公司   \n",
       "2152  300775   三角防务         西安三角防务股份有限公司   \n",
       "2153  300776   帝尔激光       武汉帝尔激光科技股份有限公司   \n",
       "2154  300777   中简科技           中简科技股份有限公司   \n",
       "2155  300778    新城市   深圳市新城市规划建筑设计股份有限公司   \n",
       "2156  300779   惠城环保       青岛惠城环保科技股份有限公司   \n",
       "2157  300780   德恩精工       四川德恩精工科技股份有限公司   \n",
       "2158  300781   因赛集团     广东因赛品牌营销集团股份有限公司   \n",
       "2159  300782    卓胜微        江苏卓胜微电子股份有限公司   \n",
       "\n",
       "                                                   英文名称  \\\n",
       "0                                Ping An Bank Co., Ltd.   \n",
       "1                                 CHINA VANKE CO., LTD.   \n",
       "2                      SHENZHEN CAU TECHNOLOGY CO., LTD   \n",
       "3                         SHENZHEN FOUNTAIN CORPORATION   \n",
       "4                       SHENZHEN ZHENYE(GROUP) CO.,LTD.   \n",
       "5                         SHENZHEN Quanxinhao CO., LTD.   \n",
       "6         China High-Speed Railway Technology Co., Ltd.   \n",
       "7                           CHINA BAOAN GROUP CO., LTD.   \n",
       "8                          SHENZHEN ECOBEAUTY CO., LTD.   \n",
       "9     ShenZhen Properties & Resources Development (G...   \n",
       "10                                 CSG HOLDING CO.,LTD.   \n",
       "11                            SHAHE INDUSTRIAL CO.,LTD.   \n",
       "12                                  KONKA GROUP CO.,LTD   \n",
       "13     SHENZHEN CHINA BICYCLE COMPANY(HOLDINGS) LIMITED   \n",
       "14                             Sino Great Wall Co.,Ltd.   \n",
       "15                   SHENZHEN CEREALS HOLDINGS CO.,LTD.   \n",
       "16                   SHENZHEN ZHONGHENG HUAFA CO., LTD.   \n",
       "17                   SHENZHEN KAIFA TECHNOLOGY CO., LTD   \n",
       "18                     SHENZHEN UNIVERSE (GROUP)CO.,LTD   \n",
       "19                      Shenzhen Tellus Holding Co.,Ltd   \n",
       "20                                FIYTA  HOLDINGS  LTD.   \n",
       "21                      Shenzhen Energy Group Co., Ltd.   \n",
       "22     China National Accord Medicines Corporation Ltd.   \n",
       "23    ShenZhen Special Economic Zone Real Estate&Pro...   \n",
       "24               FAWER Automotive Parts Limited Company   \n",
       "25                     GRANDJOY HOLDINGS GROUP CO.,LTD.   \n",
       "26                        SHENZHEN SED INDUSTRY CO.,LTD   \n",
       "27                         Digital China Group Co.,Ltd.   \n",
       "28                                  China Tianying Inc.   \n",
       "29                            CHINA UNION HOLDINGS LTD.   \n",
       "...                                                 ...   \n",
       "2130       Contemporary Amperex Technology Co., Limited   \n",
       "2131              Suzhou Maxwell Technologies Co., Ltd.   \n",
       "2132                 SHENZHEN LONGLI TECHNOLOGY CO.,LTD   \n",
       "2133          Jiangsu Apon Medical Technology Co., Ltd.   \n",
       "2134  Vats Liquor Chain Store Management Joint Stock...   \n",
       "2135  Golden Horse Technology Entertainment Corporat...   \n",
       "2136        RoboTechnik Intelligent Technology Co., LTD   \n",
       "2137                           ANSHAN HIFICHEM CO.,LTD.   \n",
       "2138                        Pharmaron Beijing Co., Ltd.   \n",
       "2139  Shenzhen Mindray Bio-Medical Electronics Co., ...   \n",
       "2140           JIANGSU LIHUA ANIMAL HUSBANDRY CO., LTD.   \n",
       "2141                          Jushri Technologies, Inc.   \n",
       "2142              Ningbo Ginlong Technologies Co., Ltd.   \n",
       "2143            CSPC Innovation Pharmaceutical Co.,Ltd.   \n",
       "2144  Zhejiang Merit Interactive Network Technology ...   \n",
       "2145                    QuakeSafe Technologies Co.,Ltd.   \n",
       "2146              Hangzhou DPtech Technologies Co.,Ltd.   \n",
       "2147                        Shenzhen Dynanonic CO.,LTD.   \n",
       "2148                  Guangdong South New Media Co.,Ltd   \n",
       "2149             Shenzhen Zhilai Sci and Tech Co., Ltd.   \n",
       "2150                           Zhejiang Windey Co.,Ltd.   \n",
       "2151                           Lakala Payment Co., Ltd.   \n",
       "2152                    Xi\"an Triangle Defense Co.,Ltd.   \n",
       "2153                WUHAN DR LASER TECHNOLOGY CORP.,LTD   \n",
       "2154                     Sinofibers Technology Co.,Ltd.   \n",
       "2155  SHENZHEN NEW LAND TOOL PLANNING & ARCHITECTURA...   \n",
       "2156  Qingdao Huicheng Environmental Technology Co.,...   \n",
       "2157          Sichuan Dawn Precision Technology Co.,Ltd   \n",
       "2158  Guangdong Insight Brand Marketing Group Co., Ltd.   \n",
       "2159          Maxscend Microelectronics Company Limited   \n",
       "\n",
       "                                             注册地址    A股代码   A股简称      A股上市日期  \\\n",
       "0                              广东省深圳市罗湖区深南东路5047号       1   平安银行  1991-04-03   \n",
       "1                          广东省深圳市盐田区大梅沙环梅路33号万科中心       2  万  科Ａ  1991-01-29   \n",
       "2             广东省深圳市南山区中心路（深圳湾段）3333号中铁南方总部大厦503室       4   国农科技  1990-12-01   \n",
       "3                             广东省深圳市人民南路发展中心大厦13层       5   世纪星源  1990-12-10   \n",
       "4                     广东省深圳市罗湖区宝安南路2014号振业大厦A座31层       6   深振业Ａ  1992-04-27   \n",
       "5                      广东省深圳市福田区梅林街道梅康路8号理想时代大厦6楼       7    全新好  1992-04-13   \n",
       "6                       北京市海淀区高梁桥斜街59号院1号楼16层1606       8   神州高铁  1992-05-07   \n",
       "7                     广东省深圳市笋岗东路1002号宝安广场A座28-29层       9   中国宝安  1991-06-25   \n",
       "8         广东省深圳市宝安区西乡街道宝安桃花源科技创新园主园A栋孵化大楼321-322室      10  *ST美丽  1995-10-27   \n",
       "9                            广东省深圳市人民南路国贸大厦39、42层      11   深物业A  1992-03-30   \n",
       "10                             广东省深圳市蛇口工业六路一号南玻大厦      12  南  玻Ａ  1992-02-28   \n",
       "11                         广东省深圳市南山区白石路2222号沙河世纪楼      14   沙河股份  1992-06-02   \n",
       "12          广东省深圳市南山区粤海街道科技园科技南十二路28号康佳研发大厦15-24层      16   深康佳Ａ  1992-03-27   \n",
       "13                                 广东省深圳市布心路3008号      17   深中华A  1992-03-31   \n",
       "14                        广东省深圳市大鹏新区葵涌街道白石岗葵鹏路26号      18  *ST神城  1992-06-16   \n",
       "15              广东省深圳市南山区粤海街道学府路科技园南区软件产业基地4栋B座8层      19   深粮控股  1992-10-12   \n",
       "16                              广东省深圳市福田区华发北路411幢      20   深华发Ａ  1992-04-28   \n",
       "17                              广东省深圳市福田区彩田路7006号      21    深科技  1994-02-02   \n",
       "18                    广东省深圳市高新技术产业园北区朗山路东物商业大楼10楼      23   深天地Ａ  1993-04-29   \n",
       "19                                 广东省深圳市深南中路中核大厦      25  特  力Ａ  1993-06-21   \n",
       "20                          广东省深圳市南山区高新南一道飞亚达科技大厦      26   飞亚达Ａ  1993-06-03   \n",
       "21         广东省深圳市福田区金田路2026号能源大厦北塔楼9，29-31，34-41层      27   深圳能源  1993-09-03   \n",
       "22                         广东省深圳市福田区八卦四路15号一致药业大楼      28   国药一致  1993-08-09   \n",
       "23                         广东省深圳市人民南路3005号深房广场47楼      29   深深房Ａ  1993-09-15   \n",
       "24                        吉林省长春市汽车经济技术开发区东风南街777号      30   富奥股份  1993-09-29   \n",
       "25           广东省深圳市宝安区新安街道3区龙井二路3号中粮地产集团中心第1层101室      31    大悦城  1993-10-08   \n",
       "26                  广东省深圳市南山区科技园科技路1号桑达科技大厦15-17楼      32   深桑达Ａ  1993-10-28   \n",
       "27                  广东省深圳市南山区粤海街道科发路8号金融基地1栋11楼E1      34   神州数码  1994-05-09   \n",
       "28                          江苏省南通市海安县城黄海大道（西）268号      35   中国天楹  1994-04-08   \n",
       "29             广东省深圳市深南中路2008号华联大厦11层(1103-1109室)      36   华联控股  1994-06-17   \n",
       "...                                           ...     ...    ...         ...   \n",
       "2130                            福建省宁德市蕉城区漳湾镇新港路2号  300750   宁德时代  2018-06-11   \n",
       "2131               江苏省苏州市吴江经济开发区庞金路1801号庞金工业坊D02幢  300751   迈为股份  2018-11-09   \n",
       "2132             广东省深圳市龙华区大浪街道高峰社区鹊山路光浩工业园G栋3层、4层  300752   隆利科技  2018-11-30   \n",
       "2133                         江苏省南通市如东县经济开发区永通大道东侧  300753   爱朋医疗  2018-12-13   \n",
       "2134                      云南省迪庆藏族自治州香格里拉经济开发区中心片区  300755   华致酒行  2019-01-29   \n",
       "2135                           广东省中山市火炬开发区沿江东三路5号  300756   中山金马  2018-12-28   \n",
       "2136                             江苏省苏州工业园区唯亭港浪路3号  300757   罗博特科  2019-01-08   \n",
       "2137                           辽宁省鞍山市腾鳌经济开发区一号路八号  300758   七彩化学  2019-02-22   \n",
       "2138                        北京市北京经济技术开发区泰河路6号1幢八层  300759   康龙化成  2019-01-28   \n",
       "2139                         广东省深圳市深圳市光明区根玉路1203号  300760   迈瑞医疗  2018-10-16   \n",
       "2140                      江苏省常州市武进区牛塘镇卢西村委河西村500号  300761   立华股份  2019-02-18   \n",
       "2141                          上海市长宁区金钟路999号4幢601室  300762   上海瀚讯  2019-03-14   \n",
       "2142                       浙江省象山县经济开发区滨海工业园金通路57号  300763   锦浪科技  2019-03-19   \n",
       "2143                            河北省石家庄市栾城区富强西路36号  300765    新诺威  2019-03-22   \n",
       "2144                     浙江省杭州市西湖区西溪路525号A楼西区418室  300766   每日互动  2019-03-25   \n",
       "2145      云南省昆明市官渡区工业园区昆明国际印刷包装城D-2-4-1、D-2-4-2地块  300767   震安科技  2019-03-29   \n",
       "2146                        浙江省杭州市滨江区通和路68号中财大厦6楼  300768   迪普科技  2019-04-12   \n",
       "2147                   广东省深圳市南山区创盛路1号康和盛大楼223-224  300769   德方纳米  2019-04-15   \n",
       "2148                   广东省广州市越秀区人民北路686号自编25幢411房  300770   新媒股份  2019-04-19   \n",
       "2149                 广东省深圳市南山区学苑大道1001号南山智园C3栋15层  300771   智莱科技  2019-04-22   \n",
       "2150                          浙江省杭州钱江经济开发区顺风路558号  300772   运达股份  2019-04-26   \n",
       "2151                       北京市海淀区北清路中关村壹号D1座6层606  300773    拉卡拉  2019-04-25   \n",
       "2152                             陕西省西安市航空基地蓝天二路8号  300775   三角防务  2019-05-21   \n",
       "2153  湖北省武汉市东湖新技术开发区华师园二路5号武汉高科国有控股集团有限公司光存储园三号厂房  300776   帝尔激光  2019-05-17   \n",
       "2154                               江苏省常州市新北区兴丰路6号  300777   中简科技  2019-05-16   \n",
       "2155                  广东省深圳市龙岗区中心城清林中路39号新城市大厦10楼  300778    新城市  2019-05-10   \n",
       "2156                          山东省青岛经济技术开发区淮河东路57号  300779   惠城环保  2019-05-22   \n",
       "2157                              四川省眉山市青神县竹艺大道8号  300780   德恩精工  2019-05-31   \n",
       "2158                   广东省广州市天河区珠江新城临江大道3号发展中心20楼  300781   因赛集团  2019-06-06   \n",
       "2159                      江苏省无锡市滨湖区建筑西路777号A3幢11层  300782    卓胜微  2019-06-18   \n",
       "\n",
       "               A股总股本          A股流通股本      B股代码  B股 简 称      B股上市日期  \\\n",
       "0     17,170,411,366  17,170,245,848       NaN     NaN         NaN   \n",
       "1      9,724,196,533   9,715,170,043       NaN     NaN         NaN   \n",
       "2         83,976,684      82,604,584       NaN     NaN         NaN   \n",
       "3      1,058,536,842   1,057,946,242       NaN     NaN         NaN   \n",
       "4      1,349,995,046   1,348,307,972       NaN     NaN         NaN   \n",
       "5        346,448,044     308,945,044       NaN     NaN         NaN   \n",
       "6      2,780,795,346   2,593,770,878       NaN     NaN         NaN   \n",
       "7      2,149,344,971   2,119,864,066       NaN     NaN         NaN   \n",
       "8        819,854,713     522,093,498       NaN     NaN         NaN   \n",
       "9        528,373,849     175,862,626  200011.0    深物业B  1992-03-30   \n",
       "10     1,998,827,103   1,954,069,455  200012.0   南  玻Ｂ  1992-02-28   \n",
       "11       201,705,187     201,705,187       NaN     NaN         NaN   \n",
       "12     1,596,593,800   1,596,574,300  200016.0    深康佳Ｂ  1992-03-27   \n",
       "13       302,984,965     302,981,008  200017.0    深中华B  1992-03-31   \n",
       "14     1,434,441,780     995,889,682  200018.0  *ST神城B  1992-06-16   \n",
       "15     1,100,785,974     415,920,398  200019.0     深粮B  1992-10-12   \n",
       "16       181,165,391     181,165,391  200020.0    深华发Ｂ  1992-04-28   \n",
       "17     1,471,259,363   1,470,715,176       NaN     NaN         NaN   \n",
       "18       138,756,240     138,756,240       NaN     NaN         NaN   \n",
       "19       392,778,320     392,778,320  200025.0   特  力Ｂ  1993-06-21   \n",
       "20       361,320,881     356,716,368  200026.0    飞亚达Ｂ  1993-06-03   \n",
       "21     3,964,491,597   3,964,491,597       NaN     NaN         NaN   \n",
       "22       373,241,383     307,744,355  200028.0     一致Ｂ  1993-08-09   \n",
       "23       891,660,000     891,591,000  200029.0    深深房Ｂ  1994-01-10   \n",
       "24     1,762,733,196   1,759,880,870  200030.0     富奥B  1993-09-29   \n",
       "25     3,925,870,338   1,813,722,958       NaN     NaN         NaN   \n",
       "26       413,219,661     411,283,660       NaN     NaN         NaN   \n",
       "27       654,070,434     485,475,941       NaN     NaN         NaN   \n",
       "28     2,438,736,365   1,281,089,502       NaN     NaN         NaN   \n",
       "29     1,483,934,025   1,475,023,304       NaN     NaN         NaN   \n",
       "...              ...             ...       ...     ...         ...   \n",
       "2130   2,195,017,400   1,197,056,171       NaN     NaN         NaN   \n",
       "2131      52,000,000      13,000,000       NaN     NaN         NaN   \n",
       "2132     116,257,920      29,064,480       NaN     NaN         NaN   \n",
       "2133      80,800,000      20,200,000       NaN     NaN         NaN   \n",
       "2134     231,554,667      57,746,467       NaN     NaN         NaN   \n",
       "2135      72,000,000      18,000,000       NaN     NaN         NaN   \n",
       "2136     104,000,000      26,000,000       NaN     NaN         NaN   \n",
       "2137     106,680,000      26,680,000       NaN     NaN         NaN   \n",
       "2138     656,293,575      65,630,000       NaN     NaN         NaN   \n",
       "2139   1,215,691,266     121,600,000       NaN     NaN         NaN   \n",
       "2140     403,880,000      41,280,000       NaN     NaN         NaN   \n",
       "2141     133,360,000      33,360,000       NaN     NaN         NaN   \n",
       "2142      79,999,952      20,000,000       NaN     NaN         NaN   \n",
       "2143     200,000,000      50,000,000       NaN     NaN         NaN   \n",
       "2144     400,100,000      40,100,000       NaN     NaN         NaN   \n",
       "2145      80,000,000      20,000,000       NaN     NaN         NaN   \n",
       "2146     400,010,000      40,010,000       NaN     NaN         NaN   \n",
       "2147      42,745,652      10,690,000       NaN     NaN         NaN   \n",
       "2148     128,365,637      32,100,000       NaN     NaN         NaN   \n",
       "2149     100,000,000      25,000,000       NaN     NaN         NaN   \n",
       "2150     293,960,000      73,490,000       NaN     NaN         NaN   \n",
       "2151     400,010,000      40,010,000       NaN     NaN         NaN   \n",
       "2152     495,500,000      49,550,000       NaN     NaN         NaN   \n",
       "2153      66,125,150      16,536,000       NaN     NaN         NaN   \n",
       "2154     400,010,000      40,010,000       NaN     NaN         NaN   \n",
       "2155      80,000,000      20,000,000       NaN     NaN         NaN   \n",
       "2156     100,000,000      25,000,000       NaN     NaN         NaN   \n",
       "2157     146,670,000      36,670,000       NaN     NaN         NaN   \n",
       "2158      84,541,420      21,135,355       NaN     NaN         NaN   \n",
       "2159     100,000,000      25,000,000       NaN     NaN         NaN   \n",
       "\n",
       "              B股总股本         B股流通股本 地      区 省    份  城     市    所属行业  \\\n",
       "0                 0              0       华南     广东      深圳市   J 金融业   \n",
       "1                 0              0       华南     广东      深圳市   K 房地产   \n",
       "2                 0              0       华南     广东      深圳市   C 制造业   \n",
       "3                 0              0       华南     广东      深圳市  N 公共环保   \n",
       "4                 0              0       华南     广东      深圳市   K 房地产   \n",
       "5                 0              0       华南     广东      深圳市   K 房地产   \n",
       "6                 0              0       华北     北京      北京市   C 制造业   \n",
       "7                 0              0       华南     广东      深圳市    S 综合   \n",
       "8                 0              0       华南     广东      深圳市   E 建筑业   \n",
       "9        67,605,243     67,605,243       华南     广东      深圳市   K 房地产   \n",
       "10    1,109,369,060  1,109,366,333       华南     广东      深圳市   C 制造业   \n",
       "11                0              0       华南     广东      深圳市   K 房地产   \n",
       "12      811,351,608    811,351,608       华南     广东      深圳市   C 制造业   \n",
       "13      248,362,982    248,362,982       华南     广东      深圳市   C 制造业   \n",
       "14      263,803,231    263,803,231       华南     广东      深圳市   E 建筑业   \n",
       "15       51,749,280     51,749,280       华南     广东      深圳市  F 批发零售   \n",
       "16      101,995,836    101,995,836       华南     广东      深圳市   C 制造业   \n",
       "17                0              0       华南     广东      深圳市   C 制造业   \n",
       "18                0              0       华南     广东      深圳市   C 制造业   \n",
       "19       38,280,000     38,280,000       华南     广东      深圳市  F 批发零售   \n",
       "20       81,648,000     81,648,000       华南     广东      深圳市  F 批发零售   \n",
       "21                0              0       华南     广东      深圳市  D 水电煤气   \n",
       "22       54,885,600     54,884,475       华南     广东      深圳市  F 批发零售   \n",
       "23      120,000,000    120,000,000       华南     广东      深圳市   K 房地产   \n",
       "24       47,818,915     47,818,915       东北     吉林      长春市   C 制造业   \n",
       "25                0              0       华南     广东      深圳市   K 房地产   \n",
       "26                0              0       华南     广东      深圳市  F 批发零售   \n",
       "27                0              0       华南     广东      深圳市  F 批发零售   \n",
       "28                0              0       华东     江苏      南通市  N 公共环保   \n",
       "29                0              0       华南     广东      深圳市   K 房地产   \n",
       "...             ...            ...      ...    ...      ...     ...   \n",
       "2130              0              0       华东     福建      宁德市   C 制造业   \n",
       "2131              0              0       华东     江苏      苏州市   C 制造业   \n",
       "2132              0              0       华南     广东      深圳市   C 制造业   \n",
       "2133              0              0       华东     江苏      南通市   C 制造业   \n",
       "2134              0              0       西南     云南  迪庆藏族自治州  F 批发零售   \n",
       "2135              0              0       华南     广东      中山市   C 制造业   \n",
       "2136              0              0       华东     江苏      苏州市   C 制造业   \n",
       "2137              0              0       东北     辽宁      鞍山市   C 制造业   \n",
       "2138              0              0       华北     北京      北京市  M 科研服务   \n",
       "2139              0              0       华南     广东      深圳市   C 制造业   \n",
       "2140              0              0       华东     江苏      常州市  A 农林牧渔   \n",
       "2141              0              0       华东     上海      上海市   C 制造业   \n",
       "2142              0              0       华东     浙江      宁波市   C 制造业   \n",
       "2143              0              0       华北     河北     石家庄市   C 制造业   \n",
       "2144              0              0       华东     浙江      杭州市  I 信息技术   \n",
       "2145              0              0       西南     云南      昆明市   C 制造业   \n",
       "2146              0              0       华东     浙江      杭州市  I 信息技术   \n",
       "2147              0              0       华南     广东      深圳市   C 制造业   \n",
       "2148              0              0       华南     广东      广州市  I 信息技术   \n",
       "2149              0              0       华南     广东      深圳市   C 制造业   \n",
       "2150              0              0       华东     浙江      杭州市   C 制造业   \n",
       "2151              0              0       华北     北京      北京市  I 信息技术   \n",
       "2152              0              0       西北     陕西      西安市   C 制造业   \n",
       "2153              0              0       华中     湖北      武汉市   C 制造业   \n",
       "2154              0              0       华东     江苏      常州市   C 制造业   \n",
       "2155              0              0       华南     广东      深圳市  M 科研服务   \n",
       "2156              0              0       华东     山东      青岛市   C 制造业   \n",
       "2157              0              0       西南     四川      眉山市   C 制造业   \n",
       "2158              0              0       华南     广东      广州市  L 商务服务   \n",
       "2159              0              0       华东     江苏      无锡市   C 制造业   \n",
       "\n",
       "                              公司网址  \n",
       "0              www.bank.pingan.com  \n",
       "1                    www.vanke.com  \n",
       "2                  www.sz000004.cn  \n",
       "3              www.fountain.com.cn  \n",
       "4                   www.zhenye.com  \n",
       "5                              NaN  \n",
       "6          www.shenzhou-gaotie.com  \n",
       "7               www.chinabaoan.com  \n",
       "8                              NaN  \n",
       "9                www.szwuye.com.cn  \n",
       "10              www.csgholding.com  \n",
       "11                    www.shahe.cn  \n",
       "12                   www.konka.com  \n",
       "13                  www.cbc.com.cn  \n",
       "14                   www.sgwde.com  \n",
       "15                www.slkg1949.com  \n",
       "16                www.hwafa.com.cn  \n",
       "17                www.kaifa.com.cn  \n",
       "18                   www.000023.cn  \n",
       "19                   www.tellus.cn  \n",
       "20              www.fiytagroup.com  \n",
       "21                  www.sec.com.cn  \n",
       "22             www.szaccord.com.cn  \n",
       "23                 www.sfjt.com.cn  \n",
       "24                             NaN  \n",
       "25           www.cofco-property.cn  \n",
       "26                  www.sedind.com  \n",
       "27            www.digitalchina.com  \n",
       "28                 www.ctyi.com.cn  \n",
       "29                www.udcgroup.com  \n",
       "...                            ...  \n",
       "2130           www.catlbattery.com  \n",
       "2131            www.maxwell-gp.com  \n",
       "2132                 www.blbgy.com  \n",
       "2133               www.apon.com.cn  \n",
       "2134            www.vatsliquor.com  \n",
       "2135            www.jinmabrand.com  \n",
       "2136          www.robo-technik.com  \n",
       "2137              www.hifichem.com  \n",
       "2138             www.pharmaron.com  \n",
       "2139               www.mindray.com  \n",
       "2140             www.lihuamuye.com  \n",
       "2141                www.jushri.com  \n",
       "2142               www.ginlong.com  \n",
       "2143             www.xnwpharma.net  \n",
       "2144                 www.getui.com  \n",
       "2145                www.ynzajz.com  \n",
       "2146                www.dptech.com  \n",
       "2147             www.dynanonic.com  \n",
       "2148                 www.snm.gd.cn  \n",
       "2149              www.szzhilai.com  \n",
       "2150           www.chinawindey.com  \n",
       "2151                www.lakala.com  \n",
       "2152  www.400mn.com/ch/Default.asp  \n",
       "2153            www.drlaser.com.cn  \n",
       "2154                           NaN  \n",
       "2155                www.nlt.com.cn  \n",
       "2156                www.hcpect.com  \n",
       "2157             www.cpt-world.com  \n",
       "2158             www.gdinsight.com  \n",
       "2159              www.maxscend.com  \n",
       "\n",
       "[2160 rows x 20 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create DataFrame from excel file\n",
    "excel_df = pd.read_excel('../data/shenzhen_stocks.xlsx', encoding='gb2312')\n",
    "excel_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上市日期</th>\n",
       "      <th>公司代码</th>\n",
       "      <th>公司简称</th>\n",
       "      <th>总股本</th>\n",
       "      <th>流通股本</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1999-11-10</td>\n",
       "      <td>600000</td>\n",
       "      <td>浦发银行</td>\n",
       "      <td>2935208.04</td>\n",
       "      <td>2810376.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2003-04-28</td>\n",
       "      <td>600004</td>\n",
       "      <td>白云机场</td>\n",
       "      <td>206932.05</td>\n",
       "      <td>206932.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1999-07-27</td>\n",
       "      <td>600006</td>\n",
       "      <td>东风汽车</td>\n",
       "      <td>200000.00</td>\n",
       "      <td>200000.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         上市日期    公司代码  公司简称         总股本        流通股本\n",
       "0  1999-11-10  600000  浦发银行  2935208.04  2810376.39\n",
       "1  2003-04-28  600004  白云机场   206932.05   206932.05\n",
       "2  1999-07-27  600006  东风汽车   200000.00   200000.00"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#create DataFrame from json file\n",
    "json_df = pd.read_json('../data/shanghai_stocks.json')\n",
    "json_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#create DataFrame object from database\n",
    "import pyodbc\n",
    "connection_string = 'Driver={SQL Server};Server=LocalHost;Database=Mars;Trusted_Connection=yes;'\n",
    "conn = pyodbc.connect(connection_string)\n",
    "database_df = pd.read_sql('Select * FROM [Mars].[dbo].[AStock]', conn)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3630 entries, 0 to 3629\n",
      "Data columns (total 13 columns):\n",
      "CompanyCode           3630 non-null object\n",
      "CompanyAbbr           3630 non-null object\n",
      "CompanyFullName       2160 non-null object\n",
      "CompanyEnglishName    2160 non-null object\n",
      "RegisterAddr          2160 non-null object\n",
      "AStockCode            3630 non-null object\n",
      "AStockAbbr            3630 non-null object\n",
      "IPODate               3629 non-null object\n",
      "Area                  2160 non-null object\n",
      "Province              2160 non-null object\n",
      "City                  2160 non-null object\n",
      "Industry              2160 non-null object\n",
      "Website               2160 non-null object\n",
      "dtypes: object(13)\n",
      "memory usage: 368.8+ KB\n"
     ]
    }
   ],
   "source": [
    "database_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3630, 13)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CompanyCode</th>\n",
       "      <th>CompanyAbbr</th>\n",
       "      <th>CompanyFullName</th>\n",
       "      <th>CompanyEnglishName</th>\n",
       "      <th>RegisterAddr</th>\n",
       "      <th>AStockCode</th>\n",
       "      <th>AStockAbbr</th>\n",
       "      <th>IPODate</th>\n",
       "      <th>Area</th>\n",
       "      <th>Province</th>\n",
       "      <th>City</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3630</td>\n",
       "      <td>3630</td>\n",
       "      <td>2160</td>\n",
       "      <td>2160</td>\n",
       "      <td>2160</td>\n",
       "      <td>3630</td>\n",
       "      <td>3630</td>\n",
       "      <td>3629</td>\n",
       "      <td>2160</td>\n",
       "      <td>2160</td>\n",
       "      <td>2160</td>\n",
       "      <td>2160</td>\n",
       "      <td>2160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>3630</td>\n",
       "      <td>3630</td>\n",
       "      <td>2160</td>\n",
       "      <td>2160</td>\n",
       "      <td>2157</td>\n",
       "      <td>3630</td>\n",
       "      <td>3630</td>\n",
       "      <td>1879</td>\n",
       "      <td>7</td>\n",
       "      <td>31</td>\n",
       "      <td>236</td>\n",
       "      <td>19</td>\n",
       "      <td>2127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>600329</td>\n",
       "      <td>中国核建</td>\n",
       "      <td>江苏亚威机床股份有限公司</td>\n",
       "      <td>SuZhou TA&amp;A Ultra Clean Technology Co.,LTD.   ...</td>\n",
       "      <td>浙江省诸暨市店口镇工业区</td>\n",
       "      <td>600329</td>\n",
       "      <td>中国核建</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>华东</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>843</td>\n",
       "      <td>510</td>\n",
       "      <td>266</td>\n",
       "      <td>1461</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       CompanyCode CompanyAbbr CompanyFullName  \\\n",
       "count         3630        3630            2160   \n",
       "unique        3630        3630            2160   \n",
       "top         600329        中国核建    江苏亚威机床股份有限公司   \n",
       "freq             1           1               1   \n",
       "\n",
       "                                       CompanyEnglishName  RegisterAddr  \\\n",
       "count                                                2160          2160   \n",
       "unique                                               2160          2157   \n",
       "top     SuZhou TA&A Ultra Clean Technology Co.,LTD.   ...  浙江省诸暨市店口镇工业区   \n",
       "freq                                                    1             2   \n",
       "\n",
       "       AStockCode AStockAbbr     IPODate  Area Province  City Industry Website  \n",
       "count        3630       3630        3629  2160     2160  2160     2160    2160  \n",
       "unique       3630       3630        1879     7       31   236       19    2127  \n",
       "top        600329       中国核建  2009-10-30    华东       广东   深圳市    C 制造业     nan  \n",
       "freq            1          1          28   843      510   266     1461      34  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CompanyCode', 'CompanyAbbr', 'CompanyFullName', 'CompanyEnglishName',\n",
       "       'RegisterAddr', 'AStockCode', 'AStockAbbr', 'IPODate', 'Area',\n",
       "       'Province', 'City', 'Industry', 'Website'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['000001', '平安银行', '平安银行股份有限公司', ..., '深圳市', 'J 金融业',\n",
       "        'www.bank.pingan.com'],\n",
       "       ['000002', '万  科Ａ', '万科企业股份有限公司', ..., '深圳市', 'K 房地产',\n",
       "        'www.vanke.com'],\n",
       "       ['000004', '国农科技', '深圳中国农大科技股份有限公司', ..., '深圳市', 'C 制造业',\n",
       "        'www.sz000004.cn'],\n",
       "       ...,\n",
       "       ['603997', '继峰股份', None, ..., None, None, None],\n",
       "       ['603998', '方盛制药', None, ..., None, None, None],\n",
       "       ['603999', '读者传媒', None, ..., None, None, None]], dtype=object)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CompanyCode</th>\n",
       "      <th>CompanyAbbr</th>\n",
       "      <th>CompanyFullName</th>\n",
       "      <th>CompanyEnglishName</th>\n",
       "      <th>RegisterAddr</th>\n",
       "      <th>AStockCode</th>\n",
       "      <th>AStockAbbr</th>\n",
       "      <th>IPODate</th>\n",
       "      <th>Area</th>\n",
       "      <th>Province</th>\n",
       "      <th>City</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>平安银行股份有限公司</td>\n",
       "      <td>Ping An Bank Co., Ltd.                        ...</td>\n",
       "      <td>广东省深圳市罗湖区深南东路5047号</td>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.bank.pingan.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002</td>\n",
       "      <td>万  科Ａ</td>\n",
       "      <td>万科企业股份有限公司</td>\n",
       "      <td>CHINA VANKE CO., LTD.                         ...</td>\n",
       "      <td>广东省深圳市盐田区大梅沙环梅路33号万科中心</td>\n",
       "      <td>000002</td>\n",
       "      <td>万  科Ａ</td>\n",
       "      <td>1991-01-29</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.vanke.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  CompanyCode CompanyAbbr CompanyFullName  \\\n",
       "0      000001        平安银行      平安银行股份有限公司   \n",
       "1      000002       万  科Ａ      万科企业股份有限公司   \n",
       "\n",
       "                                  CompanyEnglishName            RegisterAddr  \\\n",
       "0  Ping An Bank Co., Ltd.                        ...      广东省深圳市罗湖区深南东路5047号   \n",
       "1  CHINA VANKE CO., LTD.                         ...  广东省深圳市盐田区大梅沙环梅路33号万科中心   \n",
       "\n",
       "  AStockCode AStockAbbr     IPODate Area Province City Industry  \\\n",
       "0     000001       平安银行  1991-04-03   华南       广东  深圳市    J 金融业   \n",
       "1     000002      万  科Ａ  1991-01-29   华南       广东  深圳市    K 房地产   \n",
       "\n",
       "               Website  \n",
       "0  www.bank.pingan.com  \n",
       "1        www.vanke.com  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CompanyCode</th>\n",
       "      <th>CompanyAbbr</th>\n",
       "      <th>CompanyFullName</th>\n",
       "      <th>CompanyEnglishName</th>\n",
       "      <th>RegisterAddr</th>\n",
       "      <th>AStockCode</th>\n",
       "      <th>AStockAbbr</th>\n",
       "      <th>IPODate</th>\n",
       "      <th>Area</th>\n",
       "      <th>Province</th>\n",
       "      <th>City</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3627</th>\n",
       "      <td>603997</td>\n",
       "      <td>继峰股份</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>603997</td>\n",
       "      <td>继峰股份</td>\n",
       "      <td>2015-03-02</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3628</th>\n",
       "      <td>603998</td>\n",
       "      <td>方盛制药</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>603998</td>\n",
       "      <td>方盛制药</td>\n",
       "      <td>2014-12-05</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3629</th>\n",
       "      <td>603999</td>\n",
       "      <td>读者传媒</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>603999</td>\n",
       "      <td>读者传媒</td>\n",
       "      <td>2015-12-10</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     CompanyCode CompanyAbbr CompanyFullName CompanyEnglishName RegisterAddr  \\\n",
       "3627      603997        继峰股份            None               None         None   \n",
       "3628      603998        方盛制药            None               None         None   \n",
       "3629      603999        读者传媒            None               None         None   \n",
       "\n",
       "     AStockCode AStockAbbr     IPODate  Area Province  City Industry Website  \n",
       "3627     603997       继峰股份  2015-03-02  None     None  None     None    None  \n",
       "3628     603998       方盛制药  2014-12-05  None     None  None     None    None  \n",
       "3629     603999       读者传媒  2015-12-10  None     None  None     None    None  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1991-04-03\n",
       "1       1991-01-29\n",
       "2       1990-12-01\n",
       "3       1990-12-10\n",
       "4       1992-04-27\n",
       "5       1992-04-13\n",
       "6       1992-05-07\n",
       "7       1991-06-25\n",
       "8       1995-10-27\n",
       "9       1992-03-30\n",
       "10      1992-02-28\n",
       "11      1992-06-02\n",
       "12      1992-03-27\n",
       "13      1992-03-31\n",
       "14      1992-06-16\n",
       "15      1992-10-12\n",
       "16      1992-04-28\n",
       "17      1994-02-02\n",
       "18      1993-04-29\n",
       "19      1993-06-21\n",
       "20      1993-06-03\n",
       "21      1993-09-03\n",
       "22      1993-08-09\n",
       "23      1993-09-15\n",
       "24      1993-09-29\n",
       "25      1993-10-08\n",
       "26      1993-10-28\n",
       "27      1994-05-09\n",
       "28      1994-04-08\n",
       "29      1994-06-17\n",
       "           ...    \n",
       "3600    2015-02-17\n",
       "3601    2017-03-10\n",
       "3602    2019-02-22\n",
       "3603    2016-06-29\n",
       "3604    2016-05-17\n",
       "3605    2017-03-14\n",
       "3606    2017-09-22\n",
       "3607    2017-01-25\n",
       "3608    2019-04-29\n",
       "3609    2015-05-18\n",
       "3610    2015-02-27\n",
       "3611    2017-11-16\n",
       "3612    2017-08-22\n",
       "3613    2016-11-11\n",
       "3614    2017-08-07\n",
       "3615    2015-06-30\n",
       "3616    2017-06-15\n",
       "3617    2019-05-22\n",
       "3618    2017-05-05\n",
       "3619    2016-08-18\n",
       "3620    2016-11-21\n",
       "3621    2014-11-04\n",
       "3622    2015-05-15\n",
       "3623    2016-12-08\n",
       "3624    2017-03-08\n",
       "3625    2012-10-09\n",
       "3626    2015-12-22\n",
       "3627    2015-03-02\n",
       "3628    2014-12-05\n",
       "3629    2015-12-10\n",
       "Name: IPODate, Length: 3630, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df['IPODate']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CompanyCode                                                      000502\n",
       "CompanyAbbr                                                        绿景控股\n",
       "CompanyFullName                                              绿景控股股份有限公司\n",
       "CompanyEnglishName    LVJING HOLDING CO.,LTD                        ...\n",
       "RegisterAddr                                 广东省广州市海珠区同福西路131-133号首层01房\n",
       "AStockCode                                                       000502\n",
       "AStockAbbr                                                         绿景控股\n",
       "IPODate                                                      1992-11-23\n",
       "Area                                                                 华南\n",
       "Province                                                             广东\n",
       "City                                                                广州市\n",
       "Industry                                                          K 房地产\n",
       "Website                                                   www.000502.cn\n",
       "Name: 100, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.loc[100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CompanyCode</th>\n",
       "      <th>CompanyAbbr</th>\n",
       "      <th>CompanyFullName</th>\n",
       "      <th>CompanyEnglishName</th>\n",
       "      <th>RegisterAddr</th>\n",
       "      <th>AStockCode</th>\n",
       "      <th>AStockAbbr</th>\n",
       "      <th>IPODate</th>\n",
       "      <th>Area</th>\n",
       "      <th>Province</th>\n",
       "      <th>City</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002</td>\n",
       "      <td>万  科Ａ</td>\n",
       "      <td>万科企业股份有限公司</td>\n",
       "      <td>CHINA VANKE CO., LTD.                         ...</td>\n",
       "      <td>广东省深圳市盐田区大梅沙环梅路33号万科中心</td>\n",
       "      <td>000002</td>\n",
       "      <td>万  科Ａ</td>\n",
       "      <td>1991-01-29</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.vanke.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000004</td>\n",
       "      <td>国农科技</td>\n",
       "      <td>深圳中国农大科技股份有限公司</td>\n",
       "      <td>SHENZHEN CAU TECHNOLOGY CO., LTD              ...</td>\n",
       "      <td>广东省深圳市南山区中心路（深圳湾段）3333号中铁南方总部大厦503室</td>\n",
       "      <td>000004</td>\n",
       "      <td>国农科技</td>\n",
       "      <td>1990-12-01</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.sz000004.cn</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  CompanyCode CompanyAbbr CompanyFullName  \\\n",
       "1      000002       万  科Ａ      万科企业股份有限公司   \n",
       "2      000004        国农科技  深圳中国农大科技股份有限公司   \n",
       "\n",
       "                                  CompanyEnglishName  \\\n",
       "1  CHINA VANKE CO., LTD.                         ...   \n",
       "2  SHENZHEN CAU TECHNOLOGY CO., LTD              ...   \n",
       "\n",
       "                          RegisterAddr AStockCode AStockAbbr     IPODate Area  \\\n",
       "1               广东省深圳市盐田区大梅沙环梅路33号万科中心     000002      万  科Ａ  1991-01-29   华南   \n",
       "2  广东省深圳市南山区中心路（深圳湾段）3333号中铁南方总部大厦503室     000004       国农科技  1990-12-01   华南   \n",
       "\n",
       "  Province City Industry          Website  \n",
       "1       广东  深圳市    K 房地产    www.vanke.com  \n",
       "2       广东  深圳市    C 制造业  www.sz000004.cn  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df[database_df['AStockCode'].isin(['000002','000004'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CompanyCode</th>\n",
       "      <th>CompanyAbbr</th>\n",
       "      <th>CompanyFullName</th>\n",
       "      <th>CompanyEnglishName</th>\n",
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       "      <th>AStockCode</th>\n",
       "      <th>AStockAbbr</th>\n",
       "      <th>IPODate</th>\n",
       "      <th>Area</th>\n",
       "      <th>Province</th>\n",
       "      <th>City</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>平安银行股份有限公司</td>\n",
       "      <td>Ping An Bank Co., Ltd.                        ...</td>\n",
       "      <td>广东省深圳市罗湖区深南东路5047号</td>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.bank.pingan.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>000166</td>\n",
       "      <td>申万宏源</td>\n",
       "      <td>申万宏源集团股份有限公司</td>\n",
       "      <td>Shenwan Hongyuan Group Co.,Ltd                ...</td>\n",
       "      <td>新疆乌鲁木齐市高新区北京南路358号大成国际大厦20楼2001室</td>\n",
       "      <td>000166</td>\n",
       "      <td>申万宏源</td>\n",
       "      <td>2015-01-26</td>\n",
       "      <td>西北</td>\n",
       "      <td>新疆</td>\n",
       "      <td>乌鲁木齐市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.swhygh.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>000416</td>\n",
       "      <td>民生控股</td>\n",
       "      <td>民生控股股份有限公司</td>\n",
       "      <td>Minsheng Holdings Co.,Ltd                     ...</td>\n",
       "      <td>山东省青岛市崂山区株州路151号</td>\n",
       "      <td>000416</td>\n",
       "      <td>民生控股</td>\n",
       "      <td>1996-07-19</td>\n",
       "      <td>华东</td>\n",
       "      <td>山东</td>\n",
       "      <td>青岛市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>000563</td>\n",
       "      <td>陕国投Ａ</td>\n",
       "      <td>陕西省国际信托股份有限公司</td>\n",
       "      <td>SHAANXI INTERNATIONAL TRUST CO.,LTD.          ...</td>\n",
       "      <td>陕西省西安市高新区科技路50号金桥国际广场C座</td>\n",
       "      <td>000563</td>\n",
       "      <td>陕国投Ａ</td>\n",
       "      <td>1994-01-10</td>\n",
       "      <td>西北</td>\n",
       "      <td>陕西</td>\n",
       "      <td>西安市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.siti.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>000567</td>\n",
       "      <td>海德股份</td>\n",
       "      <td>海南海德实业股份有限公司</td>\n",
       "      <td>HAINAN HAIDE INDUSTRY CO.,LTD                 ...</td>\n",
       "      <td>海南省海口市海德路5号</td>\n",
       "      <td>000567</td>\n",
       "      <td>海德股份</td>\n",
       "      <td>1994-05-25</td>\n",
       "      <td>华南</td>\n",
       "      <td>海南</td>\n",
       "      <td>海口市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.000567.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>000617</td>\n",
       "      <td>中油资本</td>\n",
       "      <td>中国石油集团资本股份有限公司</td>\n",
       "      <td>CNPC Capital Company Limited                  ...</td>\n",
       "      <td>新疆维吾尔自治区克拉玛依市世纪大道7号</td>\n",
       "      <td>000617</td>\n",
       "      <td>中油资本</td>\n",
       "      <td>1996-10-22</td>\n",
       "      <td>西北</td>\n",
       "      <td>新疆</td>\n",
       "      <td>克拉玛依市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.jichai.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>000627</td>\n",
       "      <td>天茂集团</td>\n",
       "      <td>天茂实业集团股份有限公司</td>\n",
       "      <td>HUBEI BIOCAUSE PHARMACEUTICAL CO.,LTD         ...</td>\n",
       "      <td>湖北省荆门市杨湾路132号</td>\n",
       "      <td>000627</td>\n",
       "      <td>天茂集团</td>\n",
       "      <td>1996-11-12</td>\n",
       "      <td>华中</td>\n",
       "      <td>湖北</td>\n",
       "      <td>荆门市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.biocause.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>000686</td>\n",
       "      <td>东北证券</td>\n",
       "      <td>东北证券股份有限公司</td>\n",
       "      <td>NORTHEAST SECURITIES CO.,LTD.                 ...</td>\n",
       "      <td>吉林省长春市生态大街6666号</td>\n",
       "      <td>000686</td>\n",
       "      <td>东北证券</td>\n",
       "      <td>1997-02-27</td>\n",
       "      <td>东北</td>\n",
       "      <td>吉林</td>\n",
       "      <td>长春市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.nesc.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>000712</td>\n",
       "      <td>锦龙股份</td>\n",
       "      <td>广东锦龙发展股份有限公司</td>\n",
       "      <td>GUANGDONG GOLDEN DRAGON DEVELOPMENT INC.      ...</td>\n",
       "      <td>广东省东莞市凤岗镇雁田东深二路66号天安数码城S3栋19楼03单元</td>\n",
       "      <td>000712</td>\n",
       "      <td>锦龙股份</td>\n",
       "      <td>1997-04-15</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>东莞市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.jlgf.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>000728</td>\n",
       "      <td>国元证券</td>\n",
       "      <td>国元证券股份有限公司</td>\n",
       "      <td>GUOYUAN SECURITIES COMPANY LIMITED            ...</td>\n",
       "      <td>安徽省合肥市梅山路18号</td>\n",
       "      <td>000728</td>\n",
       "      <td>国元证券</td>\n",
       "      <td>1997-06-16</td>\n",
       "      <td>华东</td>\n",
       "      <td>安徽</td>\n",
       "      <td>合肥市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.gyzq.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>000750</td>\n",
       "      <td>国海证券</td>\n",
       "      <td>国海证券股份有限公司</td>\n",
       "      <td>SEALAND SECURITIES CO., LTD.                  ...</td>\n",
       "      <td>广西壮族自治区桂林市辅星路13号</td>\n",
       "      <td>000750</td>\n",
       "      <td>国海证券</td>\n",
       "      <td>1997-07-09</td>\n",
       "      <td>华南</td>\n",
       "      <td>广西</td>\n",
       "      <td>桂林市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.ghzq.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>000776</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>广发证券股份有限公司</td>\n",
       "      <td>GF SECURITIES CO.,LTD                         ...</td>\n",
       "      <td>广东省广州市黄埔区中新广州知识城腾飞一街2号618室</td>\n",
       "      <td>000776</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>1997-06-11</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>广州市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.gf.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>000783</td>\n",
       "      <td>长江证券</td>\n",
       "      <td>长江证券股份有限公司</td>\n",
       "      <td>Changjiang Securities Co., LTD                ...</td>\n",
       "      <td>湖北省武汉市江汉区新华路特8号</td>\n",
       "      <td>000783</td>\n",
       "      <td>长江证券</td>\n",
       "      <td>1997-07-31</td>\n",
       "      <td>华中</td>\n",
       "      <td>湖北</td>\n",
       "      <td>武汉市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.cjsc.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>000987</td>\n",
       "      <td>越秀金控</td>\n",
       "      <td>广州越秀金融控股集团股份有限公司</td>\n",
       "      <td>GUANGZHOU YUEXIU FINANCIAL HOLDINGS GROUP CO.,...</td>\n",
       "      <td>广东省广州市天河区珠江西路5号广州国际金融中心主塔写字楼第63层01-B单元</td>\n",
       "      <td>000987</td>\n",
       "      <td>越秀金控</td>\n",
       "      <td>2000-07-18</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>广州市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.yuexiu-finance.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>002142</td>\n",
       "      <td>宁波银行</td>\n",
       "      <td>宁波银行股份有限公司</td>\n",
       "      <td>BANK OF NINGBO CO., LTD                       ...</td>\n",
       "      <td>浙江省宁波市鄞州区宁东路345号</td>\n",
       "      <td>002142</td>\n",
       "      <td>宁波银行</td>\n",
       "      <td>2007-07-19</td>\n",
       "      <td>华东</td>\n",
       "      <td>浙江</td>\n",
       "      <td>宁波市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.nbcb.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>002423</td>\n",
       "      <td>中原特钢</td>\n",
       "      <td>中原特钢股份有限公司</td>\n",
       "      <td>ZHONGYUAN SPECIAL STEEL CO.,LTD.              ...</td>\n",
       "      <td>河南省济源市承留镇小寨村</td>\n",
       "      <td>002423</td>\n",
       "      <td>中原特钢</td>\n",
       "      <td>2010-06-03</td>\n",
       "      <td>华中</td>\n",
       "      <td>河南</td>\n",
       "      <td>焦作市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.zssw.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>002500</td>\n",
       "      <td>山西证券</td>\n",
       "      <td>山西证券股份有限公司</td>\n",
       "      <td>SHANXI SECURITIES CO.,LTD.                    ...</td>\n",
       "      <td>山西省太原市府西街69号山西国际贸易中心东塔楼</td>\n",
       "      <td>002500</td>\n",
       "      <td>山西证券</td>\n",
       "      <td>2010-11-15</td>\n",
       "      <td>华北</td>\n",
       "      <td>山西</td>\n",
       "      <td>太原市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.i618.com.cn;www.sxzq.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1106</th>\n",
       "      <td>002647</td>\n",
       "      <td>仁东控股</td>\n",
       "      <td>仁东控股股份有限公司</td>\n",
       "      <td>RENDONG HOLDINGS CO., LTD.                    ...</td>\n",
       "      <td>浙江省诸暨市大唐镇开元东路</td>\n",
       "      <td>002647</td>\n",
       "      <td>仁东控股</td>\n",
       "      <td>2011-12-28</td>\n",
       "      <td>华东</td>\n",
       "      <td>浙江</td>\n",
       "      <td>绍兴市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.rendongholdings.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>002670</td>\n",
       "      <td>国盛金控</td>\n",
       "      <td>国盛金融控股集团股份有限公司</td>\n",
       "      <td>Guosheng Financial Holding Inc.               ...</td>\n",
       "      <td>广东省佛山市顺德区容桂华口昌宝东路13号</td>\n",
       "      <td>002670</td>\n",
       "      <td>国盛金控</td>\n",
       "      <td>2012-04-16</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>佛山市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.wasung.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>002673</td>\n",
       "      <td>西部证券</td>\n",
       "      <td>西部证券股份有限公司</td>\n",
       "      <td>WESTERN SECURITIES CO.,LTD                    ...</td>\n",
       "      <td>陕西省西安市新城区东新街319号8幢10000室</td>\n",
       "      <td>002673</td>\n",
       "      <td>西部证券</td>\n",
       "      <td>2012-05-03</td>\n",
       "      <td>西北</td>\n",
       "      <td>陕西</td>\n",
       "      <td>西安市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.west95582.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>002736</td>\n",
       "      <td>国信证券</td>\n",
       "      <td>国信证券股份有限公司</td>\n",
       "      <td>Guosen Securities Co.,Ltd.                    ...</td>\n",
       "      <td>广东省深圳市罗湖区红岭中路1012号国信证券大厦十六层至二十六层</td>\n",
       "      <td>002736</td>\n",
       "      <td>国信证券</td>\n",
       "      <td>2014-12-29</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.guosen.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1248</th>\n",
       "      <td>002797</td>\n",
       "      <td>第一创业</td>\n",
       "      <td>第一创业证券股份有限公司</td>\n",
       "      <td>First Capital Securities Co., Ltd.            ...</td>\n",
       "      <td>广东省深圳市福田区福华一路115号投行大厦20楼</td>\n",
       "      <td>002797</td>\n",
       "      <td>第一创业</td>\n",
       "      <td>2016-05-11</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.firstcapital.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>002807</td>\n",
       "      <td>江阴银行</td>\n",
       "      <td>江苏江阴农村商业银行股份有限公司</td>\n",
       "      <td>Jiangsu Jiangyin Rural Commercial Bank CO.,LTD...</td>\n",
       "      <td>江苏省江阴市澄江中路1号</td>\n",
       "      <td>002807</td>\n",
       "      <td>江阴银行</td>\n",
       "      <td>2016-09-02</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>无锡市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.jybank.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>002839</td>\n",
       "      <td>张家港行</td>\n",
       "      <td>江苏张家港农村商业银行股份有限公司</td>\n",
       "      <td>Jiangsu Zhangjiagang Rural  Commercial Bank Co...</td>\n",
       "      <td>江苏省张家港市杨舍镇人民中路66号</td>\n",
       "      <td>002839</td>\n",
       "      <td>张家港行</td>\n",
       "      <td>2017-01-24</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>苏州市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.zrcbank.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>002926</td>\n",
       "      <td>华西证券</td>\n",
       "      <td>华西证券股份有限公司</td>\n",
       "      <td>Huaxi Securities Co., Ltd.                    ...</td>\n",
       "      <td>四川省成都市高新区天府二街198号</td>\n",
       "      <td>002926</td>\n",
       "      <td>华西证券</td>\n",
       "      <td>2018-02-05</td>\n",
       "      <td>西南</td>\n",
       "      <td>四川</td>\n",
       "      <td>成都市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.hx168.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1376</th>\n",
       "      <td>002936</td>\n",
       "      <td>郑州银行</td>\n",
       "      <td>郑州银行股份有限公司</td>\n",
       "      <td>BANK OF ZHENGZHOU CO., LTD.                   ...</td>\n",
       "      <td>河南省郑州市郑东新区商务外环路22号</td>\n",
       "      <td>002936</td>\n",
       "      <td>郑州银行</td>\n",
       "      <td>2018-09-19</td>\n",
       "      <td>华中</td>\n",
       "      <td>河南</td>\n",
       "      <td>郑州市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.zzbank.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1379</th>\n",
       "      <td>002939</td>\n",
       "      <td>长城证券</td>\n",
       "      <td>长城证券股份有限公司</td>\n",
       "      <td>CHINA GREAT WALL SECURITIES CO., LTD          ...</td>\n",
       "      <td>广东省深圳市福田区深南大道6008号特区报业大厦16、17层</td>\n",
       "      <td>002939</td>\n",
       "      <td>长城证券</td>\n",
       "      <td>2018-10-26</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.cgws.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1384</th>\n",
       "      <td>002945</td>\n",
       "      <td>华林证券</td>\n",
       "      <td>华林证券股份有限公司</td>\n",
       "      <td>ChinaLin Securities Co., Ltd.                 ...</td>\n",
       "      <td>西藏自治区拉萨市柳梧新区国际总部城3幢1单元5层5号</td>\n",
       "      <td>002945</td>\n",
       "      <td>华林证券</td>\n",
       "      <td>2019-01-17</td>\n",
       "      <td>西南</td>\n",
       "      <td>西藏</td>\n",
       "      <td>拉萨市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.chinalin.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>002948</td>\n",
       "      <td>青岛银行</td>\n",
       "      <td>青岛银行股份有限公司</td>\n",
       "      <td>BANK OF QINGDAO CO., LTD.                     ...</td>\n",
       "      <td>山东省青岛市崂山区秦岭路6号3号楼</td>\n",
       "      <td>002948</td>\n",
       "      <td>青岛银行</td>\n",
       "      <td>2019-01-16</td>\n",
       "      <td>华东</td>\n",
       "      <td>山东</td>\n",
       "      <td>青岛市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.qdccb.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1395</th>\n",
       "      <td>002958</td>\n",
       "      <td>青农商行</td>\n",
       "      <td>青岛农村商业银行股份有限公司</td>\n",
       "      <td>Qingdao Rural Commercial Bank Corporation     ...</td>\n",
       "      <td>山东省青岛市崂山区秦岭路6号1号楼</td>\n",
       "      <td>002958</td>\n",
       "      <td>青农商行</td>\n",
       "      <td>2019-03-26</td>\n",
       "      <td>华东</td>\n",
       "      <td>山东</td>\n",
       "      <td>青岛市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.qrcb.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1702</th>\n",
       "      <td>300309</td>\n",
       "      <td>吉艾科技</td>\n",
       "      <td>吉艾科技集团股份公司</td>\n",
       "      <td>GI Technologies Group Co.,Ltd.                ...</td>\n",
       "      <td>北京市丰台区海鹰路1号院2号楼2层201室</td>\n",
       "      <td>300309</td>\n",
       "      <td>吉艾科技</td>\n",
       "      <td>2012-04-10</td>\n",
       "      <td>华北</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.gi-tech.cn</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     CompanyCode CompanyAbbr    CompanyFullName  \\\n",
       "0         000001        平安银行         平安银行股份有限公司   \n",
       "69        000166        申万宏源       申万宏源集团股份有限公司   \n",
       "85        000416        民生控股         民生控股股份有限公司   \n",
       "150       000563        陕国投Ａ      陕西省国际信托股份有限公司   \n",
       "154       000567        海德股份       海南海德实业股份有限公司   \n",
       "191       000617        中油资本     中国石油集团资本股份有限公司   \n",
       "198       000627        天茂集团       天茂实业集团股份有限公司   \n",
       "238       000686        东北证券         东北证券股份有限公司   \n",
       "258       000712        锦龙股份       广东锦龙发展股份有限公司   \n",
       "272       000728        国元证券         国元证券股份有限公司   \n",
       "282       000750        国海证券         国海证券股份有限公司   \n",
       "297       000776        广发证券         广发证券股份有限公司   \n",
       "303       000783        长江证券         长江证券股份有限公司   \n",
       "447       000987        越秀金控   广州越秀金融控股集团股份有限公司   \n",
       "603       002142        宁波银行         宁波银行股份有限公司   \n",
       "883       002423        中原特钢         中原特钢股份有限公司   \n",
       "960       002500        山西证券         山西证券股份有限公司   \n",
       "1106      002647        仁东控股         仁东控股股份有限公司   \n",
       "1129      002670        国盛金控     国盛金融控股集团股份有限公司   \n",
       "1132      002673        西部证券         西部证券股份有限公司   \n",
       "1192      002736        国信证券         国信证券股份有限公司   \n",
       "1248      002797        第一创业       第一创业证券股份有限公司   \n",
       "1257      002807        江阴银行   江苏江阴农村商业银行股份有限公司   \n",
       "1287      002839        张家港行  江苏张家港农村商业银行股份有限公司   \n",
       "1367      002926        华西证券         华西证券股份有限公司   \n",
       "1376      002936        郑州银行         郑州银行股份有限公司   \n",
       "1379      002939        长城证券         长城证券股份有限公司   \n",
       "1384      002945        华林证券         华林证券股份有限公司   \n",
       "1387      002948        青岛银行         青岛银行股份有限公司   \n",
       "1395      002958        青农商行     青岛农村商业银行股份有限公司   \n",
       "1702      300309        吉艾科技         吉艾科技集团股份公司   \n",
       "\n",
       "                                     CompanyEnglishName  \\\n",
       "0     Ping An Bank Co., Ltd.                        ...   \n",
       "69    Shenwan Hongyuan Group Co.,Ltd                ...   \n",
       "85    Minsheng Holdings Co.,Ltd                     ...   \n",
       "150   SHAANXI INTERNATIONAL TRUST CO.,LTD.          ...   \n",
       "154   HAINAN HAIDE INDUSTRY CO.,LTD                 ...   \n",
       "191   CNPC Capital Company Limited                  ...   \n",
       "198   HUBEI BIOCAUSE PHARMACEUTICAL CO.,LTD         ...   \n",
       "238   NORTHEAST SECURITIES CO.,LTD.                 ...   \n",
       "258   GUANGDONG GOLDEN DRAGON DEVELOPMENT INC.      ...   \n",
       "272   GUOYUAN SECURITIES COMPANY LIMITED            ...   \n",
       "282   SEALAND SECURITIES CO., LTD.                  ...   \n",
       "297   GF SECURITIES CO.,LTD                         ...   \n",
       "303   Changjiang Securities Co., LTD                ...   \n",
       "447   GUANGZHOU YUEXIU FINANCIAL HOLDINGS GROUP CO.,...   \n",
       "603   BANK OF NINGBO CO., LTD                       ...   \n",
       "883   ZHONGYUAN SPECIAL STEEL CO.,LTD.              ...   \n",
       "960   SHANXI SECURITIES CO.,LTD.                    ...   \n",
       "1106  RENDONG HOLDINGS CO., LTD.                    ...   \n",
       "1129  Guosheng Financial Holding Inc.               ...   \n",
       "1132  WESTERN SECURITIES CO.,LTD                    ...   \n",
       "1192  Guosen Securities Co.,Ltd.                    ...   \n",
       "1248  First Capital Securities Co., Ltd.            ...   \n",
       "1257  Jiangsu Jiangyin Rural Commercial Bank CO.,LTD...   \n",
       "1287  Jiangsu Zhangjiagang Rural  Commercial Bank Co...   \n",
       "1367  Huaxi Securities Co., Ltd.                    ...   \n",
       "1376  BANK OF ZHENGZHOU CO., LTD.                   ...   \n",
       "1379  CHINA GREAT WALL SECURITIES CO., LTD          ...   \n",
       "1384  ChinaLin Securities Co., Ltd.                 ...   \n",
       "1387  BANK OF QINGDAO CO., LTD.                     ...   \n",
       "1395  Qingdao Rural Commercial Bank Corporation     ...   \n",
       "1702  GI Technologies Group Co.,Ltd.                ...   \n",
       "\n",
       "                                RegisterAddr AStockCode AStockAbbr  \\\n",
       "0                         广东省深圳市罗湖区深南东路5047号     000001       平安银行   \n",
       "69          新疆乌鲁木齐市高新区北京南路358号大成国际大厦20楼2001室     000166       申万宏源   \n",
       "85                          山东省青岛市崂山区株州路151号     000416       民生控股   \n",
       "150                  陕西省西安市高新区科技路50号金桥国际广场C座     000563       陕国投Ａ   \n",
       "154                              海南省海口市海德路5号     000567       海德股份   \n",
       "191                      新疆维吾尔自治区克拉玛依市世纪大道7号     000617       中油资本   \n",
       "198                            湖北省荆门市杨湾路132号     000627       天茂集团   \n",
       "238                          吉林省长春市生态大街6666号     000686       东北证券   \n",
       "258        广东省东莞市凤岗镇雁田东深二路66号天安数码城S3栋19楼03单元     000712       锦龙股份   \n",
       "272                             安徽省合肥市梅山路18号     000728       国元证券   \n",
       "282                         广西壮族自治区桂林市辅星路13号     000750       国海证券   \n",
       "297               广东省广州市黄埔区中新广州知识城腾飞一街2号618室     000776       广发证券   \n",
       "303                          湖北省武汉市江汉区新华路特8号     000783       长江证券   \n",
       "447   广东省广州市天河区珠江西路5号广州国际金融中心主塔写字楼第63层01-B单元     000987       越秀金控   \n",
       "603                         浙江省宁波市鄞州区宁东路345号     002142       宁波银行   \n",
       "883                             河南省济源市承留镇小寨村     002423       中原特钢   \n",
       "960                  山西省太原市府西街69号山西国际贸易中心东塔楼     002500       山西证券   \n",
       "1106                           浙江省诸暨市大唐镇开元东路     002647       仁东控股   \n",
       "1129                    广东省佛山市顺德区容桂华口昌宝东路13号     002670       国盛金控   \n",
       "1132                陕西省西安市新城区东新街319号8幢10000室     002673       西部证券   \n",
       "1192        广东省深圳市罗湖区红岭中路1012号国信证券大厦十六层至二十六层     002736       国信证券   \n",
       "1248                广东省深圳市福田区福华一路115号投行大厦20楼     002797       第一创业   \n",
       "1257                            江苏省江阴市澄江中路1号     002807       江阴银行   \n",
       "1287                       江苏省张家港市杨舍镇人民中路66号     002839       张家港行   \n",
       "1367                       四川省成都市高新区天府二街198号     002926       华西证券   \n",
       "1376                      河南省郑州市郑东新区商务外环路22号     002936       郑州银行   \n",
       "1379          广东省深圳市福田区深南大道6008号特区报业大厦16、17层     002939       长城证券   \n",
       "1384              西藏自治区拉萨市柳梧新区国际总部城3幢1单元5层5号     002945       华林证券   \n",
       "1387                       山东省青岛市崂山区秦岭路6号3号楼     002948       青岛银行   \n",
       "1395                       山东省青岛市崂山区秦岭路6号1号楼     002958       青农商行   \n",
       "1702                   北京市丰台区海鹰路1号院2号楼2层201室     300309       吉艾科技   \n",
       "\n",
       "         IPODate Area Province   City Industry                       Website  \n",
       "0     1991-04-03   华南       广东    深圳市    J 金融业           www.bank.pingan.com  \n",
       "69    2015-01-26   西北       新疆  乌鲁木齐市    J 金融业                www.swhygh.com  \n",
       "85    1996-07-19   华东       山东    青岛市    J 金融业                           nan  \n",
       "150   1994-01-10   西北       陕西    西安市    J 金融业               www.siti.com.cn  \n",
       "154   1994-05-25   华南       海南    海口市    J 金融业                www.000567.com  \n",
       "191   1996-10-22   西北       新疆  克拉玛依市    J 金融业                www.jichai.com  \n",
       "198   1996-11-12   华中       湖北    荆门市    J 金融业              www.biocause.com  \n",
       "238   1997-02-27   东北       吉林    长春市    J 金融业                   www.nesc.cn  \n",
       "258   1997-04-15   华南       广东    东莞市    J 金融业                  www.jlgf.com  \n",
       "272   1997-06-16   华东       安徽    合肥市    J 金融业               www.gyzq.com.cn  \n",
       "282   1997-07-09   华南       广西    桂林市    J 金融业               www.ghzq.com.cn  \n",
       "297   1997-06-11   华南       广东    广州市    J 金融业                 www.gf.com.cn  \n",
       "303   1997-07-31   华中       湖北    武汉市    J 金融业                  www.cjsc.com  \n",
       "447   2000-07-18   华南       广东    广州市    J 金融业        www.yuexiu-finance.com  \n",
       "603   2007-07-19   华东       浙江    宁波市    J 金融业               www.nbcb.com.cn  \n",
       "883   2010-06-03   华中       河南    焦作市    J 金融业                  www.zssw.com  \n",
       "960   2010-11-15   华北       山西    太原市    J 金融业  www.i618.com.cn;www.sxzq.com  \n",
       "1106  2011-12-28   华东       浙江    绍兴市    J 金融业       www.rendongholdings.com  \n",
       "1129  2012-04-16   华南       广东    佛山市    J 金融业                www.wasung.com  \n",
       "1132  2012-05-03   西北       陕西    西安市    J 金融业             www.west95582.com  \n",
       "1192  2014-12-29   华南       广东    深圳市    J 金融业             www.guosen.com.cn  \n",
       "1248  2016-05-11   华南       广东    深圳市    J 金融业       www.firstcapital.com.cn  \n",
       "1257  2016-09-02   华东       江苏    无锡市    J 金融业             www.jybank.com.cn  \n",
       "1287  2017-01-24   华东       江苏    苏州市    J 金融业               www.zrcbank.com  \n",
       "1367  2018-02-05   西南       四川    成都市    J 金融业              www.hx168.com.cn  \n",
       "1376  2018-09-19   华中       河南    郑州市    J 金融业                 www.zzbank.cn  \n",
       "1379  2018-10-26   华南       广东    深圳市    J 金融业                  www.cgws.com  \n",
       "1384  2019-01-17   西南       西藏    拉萨市    J 金融业              www.chinalin.com  \n",
       "1387  2019-01-16   华东       山东    青岛市    J 金融业                 www.qdccb.com  \n",
       "1395  2019-03-26   华东       山东    青岛市    J 金融业               www.qrcb.com.cn  \n",
       "1702  2012-04-10   华北       北京    北京市    J 金融业                www.gi-tech.cn  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df[database_df['Industry']=='J 金融业']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "database_df.rename(columns={'IPODate':'IpoDate'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 3630 entries, 0 to 3629\n",
      "Data columns (total 13 columns):\n",
      "CompanyCode           3630 non-null object\n",
      "CompanyAbbr           3630 non-null object\n",
      "CompanyFullName       2160 non-null object\n",
      "CompanyEnglishName    2160 non-null object\n",
      "RegisterAddr          2160 non-null object\n",
      "AStockCode            3630 non-null object\n",
      "AStockAbbr            3630 non-null object\n",
      "IpoDate               3629 non-null object\n",
      "Area                  2160 non-null object\n",
      "Province              2160 non-null object\n",
      "City                  2160 non-null object\n",
      "Industry              2160 non-null object\n",
      "Website               2160 non-null object\n",
      "dtypes: object(13)\n",
      "memory usage: 397.0+ KB\n"
     ]
    }
   ],
   "source": [
    "database_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CompanyCode</th>\n",
       "      <th>CompanyAbbr</th>\n",
       "      <th>CompanyFullName</th>\n",
       "      <th>CompanyEnglishName</th>\n",
       "      <th>RegisterAddr</th>\n",
       "      <th>AStockCode</th>\n",
       "      <th>AStockAbbr</th>\n",
       "      <th>IpoDate</th>\n",
       "      <th>Area</th>\n",
       "      <th>Province</th>\n",
       "      <th>City</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3601</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3625</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3626</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3627</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3628</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3629</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3630 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      CompanyCode  CompanyAbbr  CompanyFullName  CompanyEnglishName  \\\n",
       "0           False        False            False               False   \n",
       "1           False        False            False               False   \n",
       "2           False        False            False               False   \n",
       "3           False        False            False               False   \n",
       "4           False        False            False               False   \n",
       "5           False        False            False               False   \n",
       "6           False        False            False               False   \n",
       "7           False        False            False               False   \n",
       "8           False        False            False               False   \n",
       "9           False        False            False               False   \n",
       "10          False        False            False               False   \n",
       "11          False        False            False               False   \n",
       "12          False        False            False               False   \n",
       "13          False        False            False               False   \n",
       "14          False        False            False               False   \n",
       "15          False        False            False               False   \n",
       "16          False        False            False               False   \n",
       "17          False        False            False               False   \n",
       "18          False        False            False               False   \n",
       "19          False        False            False               False   \n",
       "20          False        False            False               False   \n",
       "21          False        False            False               False   \n",
       "22          False        False            False               False   \n",
       "23          False        False            False               False   \n",
       "24          False        False            False               False   \n",
       "25          False        False            False               False   \n",
       "26          False        False            False               False   \n",
       "27          False        False            False               False   \n",
       "28          False        False            False               False   \n",
       "29          False        False            False               False   \n",
       "...           ...          ...              ...                 ...   \n",
       "3600        False        False             True                True   \n",
       "3601        False        False             True                True   \n",
       "3602        False        False             True                True   \n",
       "3603        False        False             True                True   \n",
       "3604        False        False             True                True   \n",
       "3605        False        False             True                True   \n",
       "3606        False        False             True                True   \n",
       "3607        False        False             True                True   \n",
       "3608        False        False             True                True   \n",
       "3609        False        False             True                True   \n",
       "3610        False        False             True                True   \n",
       "3611        False        False             True                True   \n",
       "3612        False        False             True                True   \n",
       "3613        False        False             True                True   \n",
       "3614        False        False             True                True   \n",
       "3615        False        False             True                True   \n",
       "3616        False        False             True                True   \n",
       "3617        False        False             True                True   \n",
       "3618        False        False             True                True   \n",
       "3619        False        False             True                True   \n",
       "3620        False        False             True                True   \n",
       "3621        False        False             True                True   \n",
       "3622        False        False             True                True   \n",
       "3623        False        False             True                True   \n",
       "3624        False        False             True                True   \n",
       "3625        False        False             True                True   \n",
       "3626        False        False             True                True   \n",
       "3627        False        False             True                True   \n",
       "3628        False        False             True                True   \n",
       "3629        False        False             True                True   \n",
       "\n",
       "      RegisterAddr  AStockCode  AStockAbbr  IpoDate   Area  Province   City  \\\n",
       "0            False       False       False    False  False     False  False   \n",
       "1            False       False       False    False  False     False  False   \n",
       "2            False       False       False    False  False     False  False   \n",
       "3            False       False       False    False  False     False  False   \n",
       "4            False       False       False    False  False     False  False   \n",
       "5            False       False       False    False  False     False  False   \n",
       "6            False       False       False    False  False     False  False   \n",
       "7            False       False       False    False  False     False  False   \n",
       "8            False       False       False    False  False     False  False   \n",
       "9            False       False       False    False  False     False  False   \n",
       "10           False       False       False    False  False     False  False   \n",
       "11           False       False       False    False  False     False  False   \n",
       "12           False       False       False    False  False     False  False   \n",
       "13           False       False       False    False  False     False  False   \n",
       "14           False       False       False    False  False     False  False   \n",
       "15           False       False       False    False  False     False  False   \n",
       "16           False       False       False    False  False     False  False   \n",
       "17           False       False       False    False  False     False  False   \n",
       "18           False       False       False    False  False     False  False   \n",
       "19           False       False       False    False  False     False  False   \n",
       "20           False       False       False    False  False     False  False   \n",
       "21           False       False       False    False  False     False  False   \n",
       "22           False       False       False    False  False     False  False   \n",
       "23           False       False       False    False  False     False  False   \n",
       "24           False       False       False    False  False     False  False   \n",
       "25           False       False       False    False  False     False  False   \n",
       "26           False       False       False    False  False     False  False   \n",
       "27           False       False       False    False  False     False  False   \n",
       "28           False       False       False    False  False     False  False   \n",
       "29           False       False       False    False  False     False  False   \n",
       "...            ...         ...         ...      ...    ...       ...    ...   \n",
       "3600          True       False       False    False   True      True   True   \n",
       "3601          True       False       False    False   True      True   True   \n",
       "3602          True       False       False    False   True      True   True   \n",
       "3603          True       False       False    False   True      True   True   \n",
       "3604          True       False       False    False   True      True   True   \n",
       "3605          True       False       False    False   True      True   True   \n",
       "3606          True       False       False    False   True      True   True   \n",
       "3607          True       False       False    False   True      True   True   \n",
       "3608          True       False       False    False   True      True   True   \n",
       "3609          True       False       False    False   True      True   True   \n",
       "3610          True       False       False    False   True      True   True   \n",
       "3611          True       False       False    False   True      True   True   \n",
       "3612          True       False       False    False   True      True   True   \n",
       "3613          True       False       False    False   True      True   True   \n",
       "3614          True       False       False    False   True      True   True   \n",
       "3615          True       False       False    False   True      True   True   \n",
       "3616          True       False       False    False   True      True   True   \n",
       "3617          True       False       False    False   True      True   True   \n",
       "3618          True       False       False    False   True      True   True   \n",
       "3619          True       False       False    False   True      True   True   \n",
       "3620          True       False       False    False   True      True   True   \n",
       "3621          True       False       False    False   True      True   True   \n",
       "3622          True       False       False    False   True      True   True   \n",
       "3623          True       False       False    False   True      True   True   \n",
       "3624          True       False       False    False   True      True   True   \n",
       "3625          True       False       False    False   True      True   True   \n",
       "3626          True       False       False    False   True      True   True   \n",
       "3627          True       False       False    False   True      True   True   \n",
       "3628          True       False       False    False   True      True   True   \n",
       "3629          True       False       False    False   True      True   True   \n",
       "\n",
       "      Industry  Website  \n",
       "0        False    False  \n",
       "1        False    False  \n",
       "2        False    False  \n",
       "3        False    False  \n",
       "4        False    False  \n",
       "5        False    False  \n",
       "6        False    False  \n",
       "7        False    False  \n",
       "8        False    False  \n",
       "9        False    False  \n",
       "10       False    False  \n",
       "11       False    False  \n",
       "12       False    False  \n",
       "13       False    False  \n",
       "14       False    False  \n",
       "15       False    False  \n",
       "16       False    False  \n",
       "17       False    False  \n",
       "18       False    False  \n",
       "19       False    False  \n",
       "20       False    False  \n",
       "21       False    False  \n",
       "22       False    False  \n",
       "23       False    False  \n",
       "24       False    False  \n",
       "25       False    False  \n",
       "26       False    False  \n",
       "27       False    False  \n",
       "28       False    False  \n",
       "29       False    False  \n",
       "...        ...      ...  \n",
       "3600      True     True  \n",
       "3601      True     True  \n",
       "3602      True     True  \n",
       "3603      True     True  \n",
       "3604      True     True  \n",
       "3605      True     True  \n",
       "3606      True     True  \n",
       "3607      True     True  \n",
       "3608      True     True  \n",
       "3609      True     True  \n",
       "3610      True     True  \n",
       "3611      True     True  \n",
       "3612      True     True  \n",
       "3613      True     True  \n",
       "3614      True     True  \n",
       "3615      True     True  \n",
       "3616      True     True  \n",
       "3617      True     True  \n",
       "3618      True     True  \n",
       "3619      True     True  \n",
       "3620      True     True  \n",
       "3621      True     True  \n",
       "3622      True     True  \n",
       "3623      True     True  \n",
       "3624      True     True  \n",
       "3625      True     True  \n",
       "3626      True     True  \n",
       "3627      True     True  \n",
       "3628      True     True  \n",
       "3629      True     True  \n",
       "\n",
       "[3630 rows x 13 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CompanyCode              0\n",
       "CompanyAbbr              0\n",
       "CompanyFullName       1470\n",
       "CompanyEnglishName    1470\n",
       "RegisterAddr          1470\n",
       "AStockCode               0\n",
       "AStockAbbr               0\n",
       "IpoDate                  1\n",
       "Area                  1470\n",
       "Province              1470\n",
       "City                  1470\n",
       "Industry              1470\n",
       "Website               1470\n",
       "dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 7260 entries, 0 to 3629\n",
      "Data columns (total 13 columns):\n",
      "CompanyCode           7260 non-null object\n",
      "CompanyAbbr           7260 non-null object\n",
      "CompanyFullName       4320 non-null object\n",
      "CompanyEnglishName    4320 non-null object\n",
      "RegisterAddr          4320 non-null object\n",
      "AStockCode            7260 non-null object\n",
      "AStockAbbr            7260 non-null object\n",
      "IpoDate               7258 non-null object\n",
      "Area                  4320 non-null object\n",
      "Province              4320 non-null object\n",
      "City                  4320 non-null object\n",
      "Industry              4320 non-null object\n",
      "Website               4320 non-null object\n",
      "dtypes: object(13)\n",
      "memory usage: 794.1+ KB\n"
     ]
    }
   ],
   "source": [
    "double_df = database_df.append(database_df)\n",
    "double_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "sing_df =double_df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 3630 entries, 0 to 3629\n",
      "Data columns (total 13 columns):\n",
      "CompanyCode           3630 non-null object\n",
      "CompanyAbbr           3630 non-null object\n",
      "CompanyFullName       2160 non-null object\n",
      "CompanyEnglishName    2160 non-null object\n",
      "RegisterAddr          2160 non-null object\n",
      "AStockCode            3630 non-null object\n",
      "AStockAbbr            3630 non-null object\n",
      "IpoDate               3629 non-null object\n",
      "Area                  2160 non-null object\n",
      "Province              2160 non-null object\n",
      "City                  2160 non-null object\n",
      "Industry              2160 non-null object\n",
      "Website               2160 non-null object\n",
      "dtypes: object(13)\n",
      "memory usage: 397.0+ KB\n"
     ]
    }
   ],
   "source": [
    "sing_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2160 entries, 0 to 2159\n",
      "Data columns (total 13 columns):\n",
      "CompanyCode           2160 non-null object\n",
      "CompanyAbbr           2160 non-null object\n",
      "CompanyFullName       2160 non-null object\n",
      "CompanyEnglishName    2160 non-null object\n",
      "RegisterAddr          2160 non-null object\n",
      "AStockCode            2160 non-null object\n",
      "AStockAbbr            2160 non-null object\n",
      "IpoDate               2160 non-null object\n",
      "Area                  2160 non-null object\n",
      "Province              2160 non-null object\n",
      "City                  2160 non-null object\n",
      "Industry              2160 non-null object\n",
      "Website               2160 non-null object\n",
      "dtypes: object(13)\n",
      "memory usage: 236.2+ KB\n"
     ]
    }
   ],
   "source": [
    "sing_df.dropna().info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CompanyCode</th>\n",
       "      <th>CompanyAbbr</th>\n",
       "      <th>CompanyFullName</th>\n",
       "      <th>CompanyEnglishName</th>\n",
       "      <th>RegisterAddr</th>\n",
       "      <th>AStockCode</th>\n",
       "      <th>AStockAbbr</th>\n",
       "      <th>IpoDate</th>\n",
       "      <th>Area</th>\n",
       "      <th>Province</th>\n",
       "      <th>City</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>平安银行股份有限公司</td>\n",
       "      <td>Ping An Bank Co., Ltd.                        ...</td>\n",
       "      <td>广东省深圳市罗湖区深南东路5047号</td>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>1991-04-03</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>J 金融业</td>\n",
       "      <td>www.bank.pingan.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002</td>\n",
       "      <td>万  科Ａ</td>\n",
       "      <td>万科企业股份有限公司</td>\n",
       "      <td>CHINA VANKE CO., LTD.                         ...</td>\n",
       "      <td>广东省深圳市盐田区大梅沙环梅路33号万科中心</td>\n",
       "      <td>000002</td>\n",
       "      <td>万  科Ａ</td>\n",
       "      <td>1991-01-29</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.vanke.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000004</td>\n",
       "      <td>国农科技</td>\n",
       "      <td>深圳中国农大科技股份有限公司</td>\n",
       "      <td>SHENZHEN CAU TECHNOLOGY CO., LTD              ...</td>\n",
       "      <td>广东省深圳市南山区中心路（深圳湾段）3333号中铁南方总部大厦503室</td>\n",
       "      <td>000004</td>\n",
       "      <td>国农科技</td>\n",
       "      <td>1990-12-01</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.sz000004.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000005</td>\n",
       "      <td>世纪星源</td>\n",
       "      <td>深圳世纪星源股份有限公司</td>\n",
       "      <td>SHENZHEN FOUNTAIN CORPORATION                 ...</td>\n",
       "      <td>广东省深圳市人民南路发展中心大厦13层</td>\n",
       "      <td>000005</td>\n",
       "      <td>世纪星源</td>\n",
       "      <td>1990-12-10</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>N 公共环保</td>\n",
       "      <td>www.fountain.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000006</td>\n",
       "      <td>深振业Ａ</td>\n",
       "      <td>深圳市振业(集团)股份有限公司</td>\n",
       "      <td>SHENZHEN ZHENYE(GROUP) CO.,LTD.               ...</td>\n",
       "      <td>广东省深圳市罗湖区宝安南路2014号振业大厦A座31层</td>\n",
       "      <td>000006</td>\n",
       "      <td>深振业Ａ</td>\n",
       "      <td>1992-04-27</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.zhenye.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>000007</td>\n",
       "      <td>全新好</td>\n",
       "      <td>深圳市全新好股份有限公司</td>\n",
       "      <td>SHENZHEN Quanxinhao CO., LTD.                 ...</td>\n",
       "      <td>广东省深圳市福田区梅林街道梅康路8号理想时代大厦6楼</td>\n",
       "      <td>000007</td>\n",
       "      <td>全新好</td>\n",
       "      <td>1992-04-13</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>000008</td>\n",
       "      <td>神州高铁</td>\n",
       "      <td>神州高铁技术股份有限公司</td>\n",
       "      <td>China High-Speed Railway Technology Co., Ltd. ...</td>\n",
       "      <td>北京市海淀区高梁桥斜街59号院1号楼16层1606</td>\n",
       "      <td>000008</td>\n",
       "      <td>神州高铁</td>\n",
       "      <td>1992-05-07</td>\n",
       "      <td>华北</td>\n",
       "      <td>北京</td>\n",
       "      <td>北京市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.shenzhou-gaotie.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000009</td>\n",
       "      <td>中国宝安</td>\n",
       "      <td>中国宝安集团股份有限公司</td>\n",
       "      <td>CHINA BAOAN GROUP CO., LTD.                   ...</td>\n",
       "      <td>广东省深圳市笋岗东路1002号宝安广场A座28-29层</td>\n",
       "      <td>000009</td>\n",
       "      <td>中国宝安</td>\n",
       "      <td>1991-06-25</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>S 综合</td>\n",
       "      <td>www.chinabaoan.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>000010</td>\n",
       "      <td>*ST美丽</td>\n",
       "      <td>深圳美丽生态股份有限公司</td>\n",
       "      <td>SHENZHEN ECOBEAUTY CO., LTD.                  ...</td>\n",
       "      <td>广东省深圳市宝安区西乡街道宝安桃花源科技创新园主园A栋孵化大楼321-322室</td>\n",
       "      <td>000010</td>\n",
       "      <td>*ST美丽</td>\n",
       "      <td>1995-10-27</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>E 建筑业</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>000011</td>\n",
       "      <td>深物业A</td>\n",
       "      <td>深圳市物业发展(集团)股份有限公司</td>\n",
       "      <td>ShenZhen Properties &amp; Resources Development (G...</td>\n",
       "      <td>广东省深圳市人民南路国贸大厦39、42层</td>\n",
       "      <td>000011</td>\n",
       "      <td>深物业A</td>\n",
       "      <td>1992-03-30</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.szwuye.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>000012</td>\n",
       "      <td>南  玻Ａ</td>\n",
       "      <td>中国南玻集团股份有限公司</td>\n",
       "      <td>CSG HOLDING CO.,LTD.                          ...</td>\n",
       "      <td>广东省深圳市蛇口工业六路一号南玻大厦</td>\n",
       "      <td>000012</td>\n",
       "      <td>南  玻Ａ</td>\n",
       "      <td>1992-02-28</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.csgholding.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>000014</td>\n",
       "      <td>沙河股份</td>\n",
       "      <td>沙河实业股份有限公司</td>\n",
       "      <td>SHAHE INDUSTRIAL CO.,LTD.                     ...</td>\n",
       "      <td>广东省深圳市南山区白石路2222号沙河世纪楼</td>\n",
       "      <td>000014</td>\n",
       "      <td>沙河股份</td>\n",
       "      <td>1992-06-02</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.shahe.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>000016</td>\n",
       "      <td>深康佳Ａ</td>\n",
       "      <td>康佳集团股份有限公司</td>\n",
       "      <td>KONKA GROUP CO.,LTD                           ...</td>\n",
       "      <td>广东省深圳市南山区粤海街道科技园科技南十二路28号康佳研发大厦15-24层</td>\n",
       "      <td>000016</td>\n",
       "      <td>深康佳Ａ</td>\n",
       "      <td>1992-03-27</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.konka.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>000017</td>\n",
       "      <td>深中华A</td>\n",
       "      <td>深圳中华自行车(集团)股份有限公司</td>\n",
       "      <td>SHENZHEN CHINA BICYCLE COMPANY(HOLDINGS) LIMIT...</td>\n",
       "      <td>广东省深圳市布心路3008号</td>\n",
       "      <td>000017</td>\n",
       "      <td>深中华A</td>\n",
       "      <td>1992-03-31</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.cbc.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>000018</td>\n",
       "      <td>*ST神城</td>\n",
       "      <td>神州长城股份有限公司</td>\n",
       "      <td>Sino Great Wall Co.,Ltd.                      ...</td>\n",
       "      <td>广东省深圳市大鹏新区葵涌街道白石岗葵鹏路26号</td>\n",
       "      <td>000018</td>\n",
       "      <td>*ST神城</td>\n",
       "      <td>1992-06-16</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>E 建筑业</td>\n",
       "      <td>www.sgwde.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000019</td>\n",
       "      <td>深粮控股</td>\n",
       "      <td>深圳市深粮控股股份有限公司</td>\n",
       "      <td>SHENZHEN CEREALS HOLDINGS CO.,LTD.            ...</td>\n",
       "      <td>广东省深圳市南山区粤海街道学府路科技园南区软件产业基地4栋B座8层</td>\n",
       "      <td>000019</td>\n",
       "      <td>深粮控股</td>\n",
       "      <td>1992-10-12</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.slkg1949.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000020</td>\n",
       "      <td>深华发Ａ</td>\n",
       "      <td>深圳中恒华发股份有限公司</td>\n",
       "      <td>SHENZHEN ZHONGHENG HUAFA CO., LTD.            ...</td>\n",
       "      <td>广东省深圳市福田区华发北路411幢</td>\n",
       "      <td>000020</td>\n",
       "      <td>深华发Ａ</td>\n",
       "      <td>1992-04-28</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.hwafa.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000021</td>\n",
       "      <td>深科技</td>\n",
       "      <td>深圳长城开发科技股份有限公司</td>\n",
       "      <td>SHENZHEN KAIFA TECHNOLOGY CO., LTD            ...</td>\n",
       "      <td>广东省深圳市福田区彩田路7006号</td>\n",
       "      <td>000021</td>\n",
       "      <td>深科技</td>\n",
       "      <td>1994-02-02</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.kaifa.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000023</td>\n",
       "      <td>深天地Ａ</td>\n",
       "      <td>深圳市天地(集团)股份有限公司</td>\n",
       "      <td>SHENZHEN UNIVERSE (GROUP)CO.,LTD              ...</td>\n",
       "      <td>广东省深圳市高新技术产业园北区朗山路东物商业大楼10楼</td>\n",
       "      <td>000023</td>\n",
       "      <td>深天地Ａ</td>\n",
       "      <td>1993-04-29</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>www.000023.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>000025</td>\n",
       "      <td>特  力Ａ</td>\n",
       "      <td>深圳市特力(集团)股份有限公司</td>\n",
       "      <td>Shenzhen Tellus Holding Co.,Ltd               ...</td>\n",
       "      <td>广东省深圳市深南中路中核大厦</td>\n",
       "      <td>000025</td>\n",
       "      <td>特  力Ａ</td>\n",
       "      <td>1993-06-21</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.tellus.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>000026</td>\n",
       "      <td>飞亚达Ａ</td>\n",
       "      <td>飞亚达（集团）股份有限公司</td>\n",
       "      <td>FIYTA  HOLDINGS  LTD.                         ...</td>\n",
       "      <td>广东省深圳市南山区高新南一道飞亚达科技大厦</td>\n",
       "      <td>000026</td>\n",
       "      <td>飞亚达Ａ</td>\n",
       "      <td>1993-06-03</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.fiytagroup.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>000027</td>\n",
       "      <td>深圳能源</td>\n",
       "      <td>深圳能源集团股份有限公司</td>\n",
       "      <td>Shenzhen Energy Group Co., Ltd.               ...</td>\n",
       "      <td>广东省深圳市福田区金田路2026号能源大厦北塔楼9，29-31，34-41层</td>\n",
       "      <td>000027</td>\n",
       "      <td>深圳能源</td>\n",
       "      <td>1993-09-03</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>D 水电煤气</td>\n",
       "      <td>www.sec.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>000028</td>\n",
       "      <td>国药一致</td>\n",
       "      <td>国药集团一致药业股份有限公司</td>\n",
       "      <td>China National Accord Medicines Corporation Lt...</td>\n",
       "      <td>广东省深圳市福田区八卦四路15号一致药业大楼</td>\n",
       "      <td>000028</td>\n",
       "      <td>国药一致</td>\n",
       "      <td>1993-08-09</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.szaccord.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>000029</td>\n",
       "      <td>深深房Ａ</td>\n",
       "      <td>深圳经济特区房地产(集团)股份有限公司</td>\n",
       "      <td>ShenZhen Special Economic Zone Real Estate&amp;Pro...</td>\n",
       "      <td>广东省深圳市人民南路3005号深房广场47楼</td>\n",
       "      <td>000029</td>\n",
       "      <td>深深房Ａ</td>\n",
       "      <td>1993-09-15</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.sfjt.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>000030</td>\n",
       "      <td>富奥股份</td>\n",
       "      <td>富奥汽车零部件股份有限公司</td>\n",
       "      <td>FAWER Automotive Parts Limited Company        ...</td>\n",
       "      <td>吉林省长春市汽车经济技术开发区东风南街777号</td>\n",
       "      <td>000030</td>\n",
       "      <td>富奥股份</td>\n",
       "      <td>1993-09-29</td>\n",
       "      <td>东北</td>\n",
       "      <td>吉林</td>\n",
       "      <td>长春市</td>\n",
       "      <td>C 制造业</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>000031</td>\n",
       "      <td>大悦城</td>\n",
       "      <td>大悦城控股集团股份有限公司</td>\n",
       "      <td>GRANDJOY HOLDINGS GROUP CO.,LTD.              ...</td>\n",
       "      <td>广东省深圳市宝安区新安街道3区龙井二路3号中粮地产集团中心第1层101室</td>\n",
       "      <td>000031</td>\n",
       "      <td>大悦城</td>\n",
       "      <td>1993-10-08</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.cofco-property.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>000032</td>\n",
       "      <td>深桑达Ａ</td>\n",
       "      <td>深圳市桑达实业股份有限公司</td>\n",
       "      <td>SHENZHEN SED INDUSTRY CO.,LTD                 ...</td>\n",
       "      <td>广东省深圳市南山区科技园科技路1号桑达科技大厦15-17楼</td>\n",
       "      <td>000032</td>\n",
       "      <td>深桑达Ａ</td>\n",
       "      <td>1993-10-28</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.sedind.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>000034</td>\n",
       "      <td>神州数码</td>\n",
       "      <td>神州数码集团股份有限公司</td>\n",
       "      <td>Digital China Group Co.,Ltd.                  ...</td>\n",
       "      <td>广东省深圳市南山区粤海街道科发路8号金融基地1栋11楼E1</td>\n",
       "      <td>000034</td>\n",
       "      <td>神州数码</td>\n",
       "      <td>1994-05-09</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>F 批发零售</td>\n",
       "      <td>www.digitalchina.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>000035</td>\n",
       "      <td>中国天楹</td>\n",
       "      <td>中国天楹股份有限公司</td>\n",
       "      <td>China Tianying Inc.                           ...</td>\n",
       "      <td>江苏省南通市海安县城黄海大道（西）268号</td>\n",
       "      <td>000035</td>\n",
       "      <td>中国天楹</td>\n",
       "      <td>1994-04-08</td>\n",
       "      <td>华东</td>\n",
       "      <td>江苏</td>\n",
       "      <td>南通市</td>\n",
       "      <td>N 公共环保</td>\n",
       "      <td>www.ctyi.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>000036</td>\n",
       "      <td>华联控股</td>\n",
       "      <td>华联控股股份有限公司</td>\n",
       "      <td>CHINA UNION HOLDINGS LTD.                     ...</td>\n",
       "      <td>广东省深圳市深南中路2008号华联大厦11层(1103-1109室)</td>\n",
       "      <td>000036</td>\n",
       "      <td>华联控股</td>\n",
       "      <td>1994-06-17</td>\n",
       "      <td>华南</td>\n",
       "      <td>广东</td>\n",
       "      <td>深圳市</td>\n",
       "      <td>K 房地产</td>\n",
       "      <td>www.udcgroup.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <td>603939</td>\n",
       "      <td>益丰药房</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603939</td>\n",
       "      <td>益丰药房</td>\n",
       "      <td>2015-02-17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3601</th>\n",
       "      <td>603955</td>\n",
       "      <td>大千生态</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603955</td>\n",
       "      <td>大千生态</td>\n",
       "      <td>2017-03-10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602</th>\n",
       "      <td>603956</td>\n",
       "      <td>威派格</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603956</td>\n",
       "      <td>威派格</td>\n",
       "      <td>2019-02-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>603958</td>\n",
       "      <td>哈森股份</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603958</td>\n",
       "      <td>哈森股份</td>\n",
       "      <td>2016-06-29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>603959</td>\n",
       "      <td>百利科技</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603959</td>\n",
       "      <td>百利科技</td>\n",
       "      <td>2016-05-17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>603960</td>\n",
       "      <td>克来机电</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603960</td>\n",
       "      <td>克来机电</td>\n",
       "      <td>2017-03-14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>603963</td>\n",
       "      <td>大理药业</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603963</td>\n",
       "      <td>大理药业</td>\n",
       "      <td>2017-09-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>603966</td>\n",
       "      <td>法兰泰克</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603966</td>\n",
       "      <td>法兰泰克</td>\n",
       "      <td>2017-01-25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>603967</td>\n",
       "      <td>中创物流</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603967</td>\n",
       "      <td>中创物流</td>\n",
       "      <td>2019-04-29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>603968</td>\n",
       "      <td>醋化股份</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603968</td>\n",
       "      <td>醋化股份</td>\n",
       "      <td>2015-05-18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\n",
       "      <td>603969</td>\n",
       "      <td>银龙股份</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603969</td>\n",
       "      <td>银龙股份</td>\n",
       "      <td>2015-02-27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>603970</td>\n",
       "      <td>中农立华</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603970</td>\n",
       "      <td>中农立华</td>\n",
       "      <td>2017-11-16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>603976</td>\n",
       "      <td>正川股份</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603976</td>\n",
       "      <td>正川股份</td>\n",
       "      <td>2017-08-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\n",
       "      <td>603977</td>\n",
       "      <td>国泰集团</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603977</td>\n",
       "      <td>国泰集团</td>\n",
       "      <td>2016-11-11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>603978</td>\n",
       "      <td>深圳新星</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603978</td>\n",
       "      <td>深圳新星</td>\n",
       "      <td>2017-08-07</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>603979</td>\n",
       "      <td>金诚信</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603979</td>\n",
       "      <td>金诚信</td>\n",
       "      <td>2015-06-30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>603980</td>\n",
       "      <td>吉华集团</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603980</td>\n",
       "      <td>吉华集团</td>\n",
       "      <td>2017-06-15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\n",
       "      <td>603982</td>\n",
       "      <td>泉峰汽车</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603982</td>\n",
       "      <td>泉峰汽车</td>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\n",
       "      <td>603985</td>\n",
       "      <td>恒润股份</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603985</td>\n",
       "      <td>恒润股份</td>\n",
       "      <td>2017-05-05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\n",
       "      <td>603986</td>\n",
       "      <td>兆易创新</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603986</td>\n",
       "      <td>兆易创新</td>\n",
       "      <td>2016-08-18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\n",
       "      <td>603987</td>\n",
       "      <td>康德莱</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603987</td>\n",
       "      <td>康德莱</td>\n",
       "      <td>2016-11-21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>603988</td>\n",
       "      <td>中电电机</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603988</td>\n",
       "      <td>中电电机</td>\n",
       "      <td>2014-11-04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>603989</td>\n",
       "      <td>艾华集团</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603989</td>\n",
       "      <td>艾华集团</td>\n",
       "      <td>2015-05-15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\n",
       "      <td>603990</td>\n",
       "      <td>麦迪科技</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603990</td>\n",
       "      <td>麦迪科技</td>\n",
       "      <td>2016-12-08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\n",
       "      <td>603991</td>\n",
       "      <td>至正股份</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603991</td>\n",
       "      <td>至正股份</td>\n",
       "      <td>2017-03-08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3625</th>\n",
       "      <td>603993</td>\n",
       "      <td>洛阳钼业</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603993</td>\n",
       "      <td>洛阳钼业</td>\n",
       "      <td>2012-10-09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3626</th>\n",
       "      <td>603996</td>\n",
       "      <td>ST中新</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603996</td>\n",
       "      <td>ST中新</td>\n",
       "      <td>2015-12-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3627</th>\n",
       "      <td>603997</td>\n",
       "      <td>继峰股份</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603997</td>\n",
       "      <td>继峰股份</td>\n",
       "      <td>2015-03-02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3628</th>\n",
       "      <td>603998</td>\n",
       "      <td>方盛制药</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603998</td>\n",
       "      <td>方盛制药</td>\n",
       "      <td>2014-12-05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3629</th>\n",
       "      <td>603999</td>\n",
       "      <td>读者传媒</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>603999</td>\n",
       "      <td>读者传媒</td>\n",
       "      <td>2015-12-10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3630 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     CompanyCode CompanyAbbr      CompanyFullName  \\\n",
       "0         000001        平安银行           平安银行股份有限公司   \n",
       "1         000002       万  科Ａ           万科企业股份有限公司   \n",
       "2         000004        国农科技       深圳中国农大科技股份有限公司   \n",
       "3         000005        世纪星源         深圳世纪星源股份有限公司   \n",
       "4         000006        深振业Ａ      深圳市振业(集团)股份有限公司   \n",
       "5         000007         全新好         深圳市全新好股份有限公司   \n",
       "6         000008        神州高铁         神州高铁技术股份有限公司   \n",
       "7         000009        中国宝安         中国宝安集团股份有限公司   \n",
       "8         000010       *ST美丽         深圳美丽生态股份有限公司   \n",
       "9         000011        深物业A    深圳市物业发展(集团)股份有限公司   \n",
       "10        000012       南  玻Ａ         中国南玻集团股份有限公司   \n",
       "11        000014        沙河股份           沙河实业股份有限公司   \n",
       "12        000016        深康佳Ａ           康佳集团股份有限公司   \n",
       "13        000017        深中华A    深圳中华自行车(集团)股份有限公司   \n",
       "14        000018       *ST神城           神州长城股份有限公司   \n",
       "15        000019        深粮控股        深圳市深粮控股股份有限公司   \n",
       "16        000020        深华发Ａ         深圳中恒华发股份有限公司   \n",
       "17        000021         深科技       深圳长城开发科技股份有限公司   \n",
       "18        000023        深天地Ａ      深圳市天地(集团)股份有限公司   \n",
       "19        000025       特  力Ａ      深圳市特力(集团)股份有限公司   \n",
       "20        000026        飞亚达Ａ        飞亚达（集团）股份有限公司   \n",
       "21        000027        深圳能源         深圳能源集团股份有限公司   \n",
       "22        000028        国药一致       国药集团一致药业股份有限公司   \n",
       "23        000029        深深房Ａ  深圳经济特区房地产(集团)股份有限公司   \n",
       "24        000030        富奥股份        富奥汽车零部件股份有限公司   \n",
       "25        000031         大悦城        大悦城控股集团股份有限公司   \n",
       "26        000032        深桑达Ａ        深圳市桑达实业股份有限公司   \n",
       "27        000034        神州数码         神州数码集团股份有限公司   \n",
       "28        000035        中国天楹           中国天楹股份有限公司   \n",
       "29        000036        华联控股           华联控股股份有限公司   \n",
       "...          ...         ...                  ...   \n",
       "3600      603939        益丰药房                    0   \n",
       "3601      603955        大千生态                    0   \n",
       "3602      603956         威派格                    0   \n",
       "3603      603958        哈森股份                    0   \n",
       "3604      603959        百利科技                    0   \n",
       "3605      603960        克来机电                    0   \n",
       "3606      603963        大理药业                    0   \n",
       "3607      603966        法兰泰克                    0   \n",
       "3608      603967        中创物流                    0   \n",
       "3609      603968        醋化股份                    0   \n",
       "3610      603969        银龙股份                    0   \n",
       "3611      603970        中农立华                    0   \n",
       "3612      603976        正川股份                    0   \n",
       "3613      603977        国泰集团                    0   \n",
       "3614      603978        深圳新星                    0   \n",
       "3615      603979         金诚信                    0   \n",
       "3616      603980        吉华集团                    0   \n",
       "3617      603982        泉峰汽车                    0   \n",
       "3618      603985        恒润股份                    0   \n",
       "3619      603986        兆易创新                    0   \n",
       "3620      603987         康德莱                    0   \n",
       "3621      603988        中电电机                    0   \n",
       "3622      603989        艾华集团                    0   \n",
       "3623      603990        麦迪科技                    0   \n",
       "3624      603991        至正股份                    0   \n",
       "3625      603993        洛阳钼业                    0   \n",
       "3626      603996        ST中新                    0   \n",
       "3627      603997        继峰股份                    0   \n",
       "3628      603998        方盛制药                    0   \n",
       "3629      603999        读者传媒                    0   \n",
       "\n",
       "                                     CompanyEnglishName  \\\n",
       "0     Ping An Bank Co., Ltd.                        ...   \n",
       "1     CHINA VANKE CO., LTD.                         ...   \n",
       "2     SHENZHEN CAU TECHNOLOGY CO., LTD              ...   \n",
       "3     SHENZHEN FOUNTAIN CORPORATION                 ...   \n",
       "4     SHENZHEN ZHENYE(GROUP) CO.,LTD.               ...   \n",
       "5     SHENZHEN Quanxinhao CO., LTD.                 ...   \n",
       "6     China High-Speed Railway Technology Co., Ltd. ...   \n",
       "7     CHINA BAOAN GROUP CO., LTD.                   ...   \n",
       "8     SHENZHEN ECOBEAUTY CO., LTD.                  ...   \n",
       "9     ShenZhen Properties & Resources Development (G...   \n",
       "10    CSG HOLDING CO.,LTD.                          ...   \n",
       "11    SHAHE INDUSTRIAL CO.,LTD.                     ...   \n",
       "12    KONKA GROUP CO.,LTD                           ...   \n",
       "13    SHENZHEN CHINA BICYCLE COMPANY(HOLDINGS) LIMIT...   \n",
       "14    Sino Great Wall Co.,Ltd.                      ...   \n",
       "15    SHENZHEN CEREALS HOLDINGS CO.,LTD.            ...   \n",
       "16    SHENZHEN ZHONGHENG HUAFA CO., LTD.            ...   \n",
       "17    SHENZHEN KAIFA TECHNOLOGY CO., LTD            ...   \n",
       "18    SHENZHEN UNIVERSE (GROUP)CO.,LTD              ...   \n",
       "19    Shenzhen Tellus Holding Co.,Ltd               ...   \n",
       "20    FIYTA  HOLDINGS  LTD.                         ...   \n",
       "21    Shenzhen Energy Group Co., Ltd.               ...   \n",
       "22    China National Accord Medicines Corporation Lt...   \n",
       "23    ShenZhen Special Economic Zone Real Estate&Pro...   \n",
       "24    FAWER Automotive Parts Limited Company        ...   \n",
       "25    GRANDJOY HOLDINGS GROUP CO.,LTD.              ...   \n",
       "26    SHENZHEN SED INDUSTRY CO.,LTD                 ...   \n",
       "27    Digital China Group Co.,Ltd.                  ...   \n",
       "28    China Tianying Inc.                           ...   \n",
       "29    CHINA UNION HOLDINGS LTD.                     ...   \n",
       "...                                                 ...   \n",
       "3600                                                  0   \n",
       "3601                                                  0   \n",
       "3602                                                  0   \n",
       "3603                                                  0   \n",
       "3604                                                  0   \n",
       "3605                                                  0   \n",
       "3606                                                  0   \n",
       "3607                                                  0   \n",
       "3608                                                  0   \n",
       "3609                                                  0   \n",
       "3610                                                  0   \n",
       "3611                                                  0   \n",
       "3612                                                  0   \n",
       "3613                                                  0   \n",
       "3614                                                  0   \n",
       "3615                                                  0   \n",
       "3616                                                  0   \n",
       "3617                                                  0   \n",
       "3618                                                  0   \n",
       "3619                                                  0   \n",
       "3620                                                  0   \n",
       "3621                                                  0   \n",
       "3622                                                  0   \n",
       "3623                                                  0   \n",
       "3624                                                  0   \n",
       "3625                                                  0   \n",
       "3626                                                  0   \n",
       "3627                                                  0   \n",
       "3628                                                  0   \n",
       "3629                                                  0   \n",
       "\n",
       "                                 RegisterAddr AStockCode AStockAbbr  \\\n",
       "0                          广东省深圳市罗湖区深南东路5047号     000001       平安银行   \n",
       "1                      广东省深圳市盐田区大梅沙环梅路33号万科中心     000002      万  科Ａ   \n",
       "2         广东省深圳市南山区中心路（深圳湾段）3333号中铁南方总部大厦503室     000004       国农科技   \n",
       "3                         广东省深圳市人民南路发展中心大厦13层     000005       世纪星源   \n",
       "4                 广东省深圳市罗湖区宝安南路2014号振业大厦A座31层     000006       深振业Ａ   \n",
       "5                  广东省深圳市福田区梅林街道梅康路8号理想时代大厦6楼     000007        全新好   \n",
       "6                   北京市海淀区高梁桥斜街59号院1号楼16层1606     000008       神州高铁   \n",
       "7                 广东省深圳市笋岗东路1002号宝安广场A座28-29层     000009       中国宝安   \n",
       "8     广东省深圳市宝安区西乡街道宝安桃花源科技创新园主园A栋孵化大楼321-322室     000010      *ST美丽   \n",
       "9                        广东省深圳市人民南路国贸大厦39、42层     000011       深物业A   \n",
       "10                         广东省深圳市蛇口工业六路一号南玻大厦     000012      南  玻Ａ   \n",
       "11                     广东省深圳市南山区白石路2222号沙河世纪楼     000014       沙河股份   \n",
       "12      广东省深圳市南山区粤海街道科技园科技南十二路28号康佳研发大厦15-24层     000016       深康佳Ａ   \n",
       "13                             广东省深圳市布心路3008号     000017       深中华A   \n",
       "14                    广东省深圳市大鹏新区葵涌街道白石岗葵鹏路26号     000018      *ST神城   \n",
       "15          广东省深圳市南山区粤海街道学府路科技园南区软件产业基地4栋B座8层     000019       深粮控股   \n",
       "16                          广东省深圳市福田区华发北路411幢     000020       深华发Ａ   \n",
       "17                          广东省深圳市福田区彩田路7006号     000021        深科技   \n",
       "18                广东省深圳市高新技术产业园北区朗山路东物商业大楼10楼     000023       深天地Ａ   \n",
       "19                             广东省深圳市深南中路中核大厦     000025      特  力Ａ   \n",
       "20                      广东省深圳市南山区高新南一道飞亚达科技大厦     000026       飞亚达Ａ   \n",
       "21     广东省深圳市福田区金田路2026号能源大厦北塔楼9，29-31，34-41层     000027       深圳能源   \n",
       "22                     广东省深圳市福田区八卦四路15号一致药业大楼     000028       国药一致   \n",
       "23                     广东省深圳市人民南路3005号深房广场47楼     000029       深深房Ａ   \n",
       "24                    吉林省长春市汽车经济技术开发区东风南街777号     000030       富奥股份   \n",
       "25       广东省深圳市宝安区新安街道3区龙井二路3号中粮地产集团中心第1层101室     000031        大悦城   \n",
       "26              广东省深圳市南山区科技园科技路1号桑达科技大厦15-17楼     000032       深桑达Ａ   \n",
       "27              广东省深圳市南山区粤海街道科发路8号金融基地1栋11楼E1     000034       神州数码   \n",
       "28                      江苏省南通市海安县城黄海大道（西）268号     000035       中国天楹   \n",
       "29         广东省深圳市深南中路2008号华联大厦11层(1103-1109室)     000036       华联控股   \n",
       "...                                       ...        ...        ...   \n",
       "3600                                        0     603939       益丰药房   \n",
       "3601                                        0     603955       大千生态   \n",
       "3602                                        0     603956        威派格   \n",
       "3603                                        0     603958       哈森股份   \n",
       "3604                                        0     603959       百利科技   \n",
       "3605                                        0     603960       克来机电   \n",
       "3606                                        0     603963       大理药业   \n",
       "3607                                        0     603966       法兰泰克   \n",
       "3608                                        0     603967       中创物流   \n",
       "3609                                        0     603968       醋化股份   \n",
       "3610                                        0     603969       银龙股份   \n",
       "3611                                        0     603970       中农立华   \n",
       "3612                                        0     603976       正川股份   \n",
       "3613                                        0     603977       国泰集团   \n",
       "3614                                        0     603978       深圳新星   \n",
       "3615                                        0     603979        金诚信   \n",
       "3616                                        0     603980       吉华集团   \n",
       "3617                                        0     603982       泉峰汽车   \n",
       "3618                                        0     603985       恒润股份   \n",
       "3619                                        0     603986       兆易创新   \n",
       "3620                                        0     603987        康德莱   \n",
       "3621                                        0     603988       中电电机   \n",
       "3622                                        0     603989       艾华集团   \n",
       "3623                                        0     603990       麦迪科技   \n",
       "3624                                        0     603991       至正股份   \n",
       "3625                                        0     603993       洛阳钼业   \n",
       "3626                                        0     603996       ST中新   \n",
       "3627                                        0     603997       继峰股份   \n",
       "3628                                        0     603998       方盛制药   \n",
       "3629                                        0     603999       读者传媒   \n",
       "\n",
       "         IpoDate Area Province City Industry                  Website  \n",
       "0     1991-04-03   华南       广东  深圳市    J 金融业      www.bank.pingan.com  \n",
       "1     1991-01-29   华南       广东  深圳市    K 房地产            www.vanke.com  \n",
       "2     1990-12-01   华南       广东  深圳市    C 制造业          www.sz000004.cn  \n",
       "3     1990-12-10   华南       广东  深圳市   N 公共环保      www.fountain.com.cn  \n",
       "4     1992-04-27   华南       广东  深圳市    K 房地产           www.zhenye.com  \n",
       "5     1992-04-13   华南       广东  深圳市    K 房地产                      nan  \n",
       "6     1992-05-07   华北       北京  北京市    C 制造业  www.shenzhou-gaotie.com  \n",
       "7     1991-06-25   华南       广东  深圳市     S 综合       www.chinabaoan.com  \n",
       "8     1995-10-27   华南       广东  深圳市    E 建筑业                      nan  \n",
       "9     1992-03-30   华南       广东  深圳市    K 房地产        www.szwuye.com.cn  \n",
       "10    1992-02-28   华南       广东  深圳市    C 制造业       www.csgholding.com  \n",
       "11    1992-06-02   华南       广东  深圳市    K 房地产             www.shahe.cn  \n",
       "12    1992-03-27   华南       广东  深圳市    C 制造业            www.konka.com  \n",
       "13    1992-03-31   华南       广东  深圳市    C 制造业           www.cbc.com.cn  \n",
       "14    1992-06-16   华南       广东  深圳市    E 建筑业            www.sgwde.com  \n",
       "15    1992-10-12   华南       广东  深圳市   F 批发零售         www.slkg1949.com  \n",
       "16    1992-04-28   华南       广东  深圳市    C 制造业         www.hwafa.com.cn  \n",
       "17    1994-02-02   华南       广东  深圳市    C 制造业         www.kaifa.com.cn  \n",
       "18    1993-04-29   华南       广东  深圳市    C 制造业            www.000023.cn  \n",
       "19    1993-06-21   华南       广东  深圳市   F 批发零售            www.tellus.cn  \n",
       "20    1993-06-03   华南       广东  深圳市   F 批发零售       www.fiytagroup.com  \n",
       "21    1993-09-03   华南       广东  深圳市   D 水电煤气           www.sec.com.cn  \n",
       "22    1993-08-09   华南       广东  深圳市   F 批发零售      www.szaccord.com.cn  \n",
       "23    1993-09-15   华南       广东  深圳市    K 房地产          www.sfjt.com.cn  \n",
       "24    1993-09-29   东北       吉林  长春市    C 制造业                      nan  \n",
       "25    1993-10-08   华南       广东  深圳市    K 房地产    www.cofco-property.cn  \n",
       "26    1993-10-28   华南       广东  深圳市   F 批发零售           www.sedind.com  \n",
       "27    1994-05-09   华南       广东  深圳市   F 批发零售     www.digitalchina.com  \n",
       "28    1994-04-08   华东       江苏  南通市   N 公共环保          www.ctyi.com.cn  \n",
       "29    1994-06-17   华南       广东  深圳市    K 房地产         www.udcgroup.com  \n",
       "...          ...  ...      ...  ...      ...                      ...  \n",
       "3600  2015-02-17    0        0    0        0                        0  \n",
       "3601  2017-03-10    0        0    0        0                        0  \n",
       "3602  2019-02-22    0        0    0        0                        0  \n",
       "3603  2016-06-29    0        0    0        0                        0  \n",
       "3604  2016-05-17    0        0    0        0                        0  \n",
       "3605  2017-03-14    0        0    0        0                        0  \n",
       "3606  2017-09-22    0        0    0        0                        0  \n",
       "3607  2017-01-25    0        0    0        0                        0  \n",
       "3608  2019-04-29    0        0    0        0                        0  \n",
       "3609  2015-05-18    0        0    0        0                        0  \n",
       "3610  2015-02-27    0        0    0        0                        0  \n",
       "3611  2017-11-16    0        0    0        0                        0  \n",
       "3612  2017-08-22    0        0    0        0                        0  \n",
       "3613  2016-11-11    0        0    0        0                        0  \n",
       "3614  2017-08-07    0        0    0        0                        0  \n",
       "3615  2015-06-30    0        0    0        0                        0  \n",
       "3616  2017-06-15    0        0    0        0                        0  \n",
       "3617  2019-05-22    0        0    0        0                        0  \n",
       "3618  2017-05-05    0        0    0        0                        0  \n",
       "3619  2016-08-18    0        0    0        0                        0  \n",
       "3620  2016-11-21    0        0    0        0                        0  \n",
       "3621  2014-11-04    0        0    0        0                        0  \n",
       "3622  2015-05-15    0        0    0        0                        0  \n",
       "3623  2016-12-08    0        0    0        0                        0  \n",
       "3624  2017-03-08    0        0    0        0                        0  \n",
       "3625  2012-10-09    0        0    0        0                        0  \n",
       "3626  2015-12-22    0        0    0        0                        0  \n",
       "3627  2015-03-02    0        0    0        0                        0  \n",
       "3628  2014-12-05    0        0    0        0                        0  \n",
       "3629  2015-12-10    0        0    0        0                        0  \n",
       "\n",
       "[3630 rows x 13 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CompanyCode</th>\n",
       "      <th>CompanyAbbr</th>\n",
       "      <th>CompanyFullName</th>\n",
       "      <th>CompanyEnglishName</th>\n",
       "      <th>RegisterAddr</th>\n",
       "      <th>AStockCode</th>\n",
       "      <th>AStockAbbr</th>\n",
       "      <th>IpoDate</th>\n",
       "      <th>Area</th>\n",
       "      <th>Province</th>\n",
       "      <th>City</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001000001</td>\n",
       "      <td>平安银行平安银行</td>\n",
       "      <td>平安银行股份有限公司平安银行股份有限公司</td>\n",
       "      <td>Ping An Bank Co., Ltd.                        ...</td>\n",
       "      <td>广东省深圳市罗湖区深南东路5047号广东省深圳市罗湖区深南东路5047号</td>\n",
       "      <td>000001000001</td>\n",
       "      <td>平安银行平安银行</td>\n",
       "      <td>1991-04-031991-04-03</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>J 金融业J 金融业</td>\n",
       "      <td>www.bank.pingan.comwww.bank.pingan.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002000002</td>\n",
       "      <td>万  科Ａ万  科Ａ</td>\n",
       "      <td>万科企业股份有限公司万科企业股份有限公司</td>\n",
       "      <td>CHINA VANKE CO., LTD.                         ...</td>\n",
       "      <td>广东省深圳市盐田区大梅沙环梅路33号万科中心广东省深圳市盐田区大梅沙环梅路33号万科中心</td>\n",
       "      <td>000002000002</td>\n",
       "      <td>万  科Ａ万  科Ａ</td>\n",
       "      <td>1991-01-291991-01-29</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>K 房地产K 房地产</td>\n",
       "      <td>www.vanke.comwww.vanke.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000004000004</td>\n",
       "      <td>国农科技国农科技</td>\n",
       "      <td>深圳中国农大科技股份有限公司深圳中国农大科技股份有限公司</td>\n",
       "      <td>SHENZHEN CAU TECHNOLOGY CO., LTD              ...</td>\n",
       "      <td>广东省深圳市南山区中心路（深圳湾段）3333号中铁南方总部大厦503室广东省深圳市南山区中心...</td>\n",
       "      <td>000004000004</td>\n",
       "      <td>国农科技国农科技</td>\n",
       "      <td>1990-12-011990-12-01</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>C 制造业C 制造业</td>\n",
       "      <td>www.sz000004.cnwww.sz000004.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000005000005</td>\n",
       "      <td>世纪星源世纪星源</td>\n",
       "      <td>深圳世纪星源股份有限公司深圳世纪星源股份有限公司</td>\n",
       "      <td>SHENZHEN FOUNTAIN CORPORATION                 ...</td>\n",
       "      <td>广东省深圳市人民南路发展中心大厦13层广东省深圳市人民南路发展中心大厦13层</td>\n",
       "      <td>000005000005</td>\n",
       "      <td>世纪星源世纪星源</td>\n",
       "      <td>1990-12-101990-12-10</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>N 公共环保N 公共环保</td>\n",
       "      <td>www.fountain.com.cnwww.fountain.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000006000006</td>\n",
       "      <td>深振业Ａ深振业Ａ</td>\n",
       "      <td>深圳市振业(集团)股份有限公司深圳市振业(集团)股份有限公司</td>\n",
       "      <td>SHENZHEN ZHENYE(GROUP) CO.,LTD.               ...</td>\n",
       "      <td>广东省深圳市罗湖区宝安南路2014号振业大厦A座31层广东省深圳市罗湖区宝安南路2014号振...</td>\n",
       "      <td>000006000006</td>\n",
       "      <td>深振业Ａ深振业Ａ</td>\n",
       "      <td>1992-04-271992-04-27</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>K 房地产K 房地产</td>\n",
       "      <td>www.zhenye.comwww.zhenye.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>000007000007</td>\n",
       "      <td>全新好全新好</td>\n",
       "      <td>深圳市全新好股份有限公司深圳市全新好股份有限公司</td>\n",
       "      <td>SHENZHEN Quanxinhao CO., LTD.                 ...</td>\n",
       "      <td>广东省深圳市福田区梅林街道梅康路8号理想时代大厦6楼广东省深圳市福田区梅林街道梅康路8号理想...</td>\n",
       "      <td>000007000007</td>\n",
       "      <td>全新好全新好</td>\n",
       "      <td>1992-04-131992-04-13</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>K 房地产K 房地产</td>\n",
       "      <td>nannan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>000008000008</td>\n",
       "      <td>神州高铁神州高铁</td>\n",
       "      <td>神州高铁技术股份有限公司神州高铁技术股份有限公司</td>\n",
       "      <td>China High-Speed Railway Technology Co., Ltd. ...</td>\n",
       "      <td>北京市海淀区高梁桥斜街59号院1号楼16层1606北京市海淀区高梁桥斜街59号院1号楼16层...</td>\n",
       "      <td>000008000008</td>\n",
       "      <td>神州高铁神州高铁</td>\n",
       "      <td>1992-05-071992-05-07</td>\n",
       "      <td>华北华北</td>\n",
       "      <td>北京北京</td>\n",
       "      <td>北京市北京市</td>\n",
       "      <td>C 制造业C 制造业</td>\n",
       "      <td>www.shenzhou-gaotie.comwww.shenzhou-gaotie.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000009000009</td>\n",
       "      <td>中国宝安中国宝安</td>\n",
       "      <td>中国宝安集团股份有限公司中国宝安集团股份有限公司</td>\n",
       "      <td>CHINA BAOAN GROUP CO., LTD.                   ...</td>\n",
       "      <td>广东省深圳市笋岗东路1002号宝安广场A座28-29层广东省深圳市笋岗东路1002号宝安广场...</td>\n",
       "      <td>000009000009</td>\n",
       "      <td>中国宝安中国宝安</td>\n",
       "      <td>1991-06-251991-06-25</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>S 综合S 综合</td>\n",
       "      <td>www.chinabaoan.comwww.chinabaoan.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>000010000010</td>\n",
       "      <td>*ST美丽*ST美丽</td>\n",
       "      <td>深圳美丽生态股份有限公司深圳美丽生态股份有限公司</td>\n",
       "      <td>SHENZHEN ECOBEAUTY CO., LTD.                  ...</td>\n",
       "      <td>广东省深圳市宝安区西乡街道宝安桃花源科技创新园主园A栋孵化大楼321-322室广东省深圳市宝...</td>\n",
       "      <td>000010000010</td>\n",
       "      <td>*ST美丽*ST美丽</td>\n",
       "      <td>1995-10-271995-10-27</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>E 建筑业E 建筑业</td>\n",
       "      <td>nannan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>000011000011</td>\n",
       "      <td>深物业A深物业A</td>\n",
       "      <td>深圳市物业发展(集团)股份有限公司深圳市物业发展(集团)股份有限公司</td>\n",
       "      <td>ShenZhen Properties &amp; Resources Development (G...</td>\n",
       "      <td>广东省深圳市人民南路国贸大厦39、42层广东省深圳市人民南路国贸大厦39、42层</td>\n",
       "      <td>000011000011</td>\n",
       "      <td>深物业A深物业A</td>\n",
       "      <td>1992-03-301992-03-30</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>K 房地产K 房地产</td>\n",
       "      <td>www.szwuye.com.cnwww.szwuye.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>000012000012</td>\n",
       "      <td>南  玻Ａ南  玻Ａ</td>\n",
       "      <td>中国南玻集团股份有限公司中国南玻集团股份有限公司</td>\n",
       "      <td>CSG HOLDING CO.,LTD.                          ...</td>\n",
       "      <td>广东省深圳市蛇口工业六路一号南玻大厦广东省深圳市蛇口工业六路一号南玻大厦</td>\n",
       "      <td>000012000012</td>\n",
       "      <td>南  玻Ａ南  玻Ａ</td>\n",
       "      <td>1992-02-281992-02-28</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>C 制造业C 制造业</td>\n",
       "      <td>www.csgholding.comwww.csgholding.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>000014000014</td>\n",
       "      <td>沙河股份沙河股份</td>\n",
       "      <td>沙河实业股份有限公司沙河实业股份有限公司</td>\n",
       "      <td>SHAHE INDUSTRIAL CO.,LTD.                     ...</td>\n",
       "      <td>广东省深圳市南山区白石路2222号沙河世纪楼广东省深圳市南山区白石路2222号沙河世纪楼</td>\n",
       "      <td>000014000014</td>\n",
       "      <td>沙河股份沙河股份</td>\n",
       "      <td>1992-06-021992-06-02</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>K 房地产K 房地产</td>\n",
       "      <td>www.shahe.cnwww.shahe.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>000016000016</td>\n",
       "      <td>深康佳Ａ深康佳Ａ</td>\n",
       "      <td>康佳集团股份有限公司康佳集团股份有限公司</td>\n",
       "      <td>KONKA GROUP CO.,LTD                           ...</td>\n",
       "      <td>广东省深圳市南山区粤海街道科技园科技南十二路28号康佳研发大厦15-24层广东省深圳市南山区...</td>\n",
       "      <td>000016000016</td>\n",
       "      <td>深康佳Ａ深康佳Ａ</td>\n",
       "      <td>1992-03-271992-03-27</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>C 制造业C 制造业</td>\n",
       "      <td>www.konka.comwww.konka.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>000017000017</td>\n",
       "      <td>深中华A深中华A</td>\n",
       "      <td>深圳中华自行车(集团)股份有限公司深圳中华自行车(集团)股份有限公司</td>\n",
       "      <td>SHENZHEN CHINA BICYCLE COMPANY(HOLDINGS) LIMIT...</td>\n",
       "      <td>广东省深圳市布心路3008号广东省深圳市布心路3008号</td>\n",
       "      <td>000017000017</td>\n",
       "      <td>深中华A深中华A</td>\n",
       "      <td>1992-03-311992-03-31</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>C 制造业C 制造业</td>\n",
       "      <td>www.cbc.com.cnwww.cbc.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>000018000018</td>\n",
       "      <td>*ST神城*ST神城</td>\n",
       "      <td>神州长城股份有限公司神州长城股份有限公司</td>\n",
       "      <td>Sino Great Wall Co.,Ltd.                      ...</td>\n",
       "      <td>广东省深圳市大鹏新区葵涌街道白石岗葵鹏路26号广东省深圳市大鹏新区葵涌街道白石岗葵鹏路26号</td>\n",
       "      <td>000018000018</td>\n",
       "      <td>*ST神城*ST神城</td>\n",
       "      <td>1992-06-161992-06-16</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>E 建筑业E 建筑业</td>\n",
       "      <td>www.sgwde.comwww.sgwde.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000019000019</td>\n",
       "      <td>深粮控股深粮控股</td>\n",
       "      <td>深圳市深粮控股股份有限公司深圳市深粮控股股份有限公司</td>\n",
       "      <td>SHENZHEN CEREALS HOLDINGS CO.,LTD.            ...</td>\n",
       "      <td>广东省深圳市南山区粤海街道学府路科技园南区软件产业基地4栋B座8层广东省深圳市南山区粤海街道...</td>\n",
       "      <td>000019000019</td>\n",
       "      <td>深粮控股深粮控股</td>\n",
       "      <td>1992-10-121992-10-12</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>F 批发零售F 批发零售</td>\n",
       "      <td>www.slkg1949.comwww.slkg1949.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000020000020</td>\n",
       "      <td>深华发Ａ深华发Ａ</td>\n",
       "      <td>深圳中恒华发股份有限公司深圳中恒华发股份有限公司</td>\n",
       "      <td>SHENZHEN ZHONGHENG HUAFA CO., LTD.            ...</td>\n",
       "      <td>广东省深圳市福田区华发北路411幢广东省深圳市福田区华发北路411幢</td>\n",
       "      <td>000020000020</td>\n",
       "      <td>深华发Ａ深华发Ａ</td>\n",
       "      <td>1992-04-281992-04-28</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>C 制造业C 制造业</td>\n",
       "      <td>www.hwafa.com.cnwww.hwafa.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000021000021</td>\n",
       "      <td>深科技深科技</td>\n",
       "      <td>深圳长城开发科技股份有限公司深圳长城开发科技股份有限公司</td>\n",
       "      <td>SHENZHEN KAIFA TECHNOLOGY CO., LTD            ...</td>\n",
       "      <td>广东省深圳市福田区彩田路7006号广东省深圳市福田区彩田路7006号</td>\n",
       "      <td>000021000021</td>\n",
       "      <td>深科技深科技</td>\n",
       "      <td>1994-02-021994-02-02</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>C 制造业C 制造业</td>\n",
       "      <td>www.kaifa.com.cnwww.kaifa.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000023000023</td>\n",
       "      <td>深天地Ａ深天地Ａ</td>\n",
       "      <td>深圳市天地(集团)股份有限公司深圳市天地(集团)股份有限公司</td>\n",
       "      <td>SHENZHEN UNIVERSE (GROUP)CO.,LTD              ...</td>\n",
       "      <td>广东省深圳市高新技术产业园北区朗山路东物商业大楼10楼广东省深圳市高新技术产业园北区朗山路东...</td>\n",
       "      <td>000023000023</td>\n",
       "      <td>深天地Ａ深天地Ａ</td>\n",
       "      <td>1993-04-291993-04-29</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>C 制造业C 制造业</td>\n",
       "      <td>www.000023.cnwww.000023.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>000025000025</td>\n",
       "      <td>特  力Ａ特  力Ａ</td>\n",
       "      <td>深圳市特力(集团)股份有限公司深圳市特力(集团)股份有限公司</td>\n",
       "      <td>Shenzhen Tellus Holding Co.,Ltd               ...</td>\n",
       "      <td>广东省深圳市深南中路中核大厦广东省深圳市深南中路中核大厦</td>\n",
       "      <td>000025000025</td>\n",
       "      <td>特  力Ａ特  力Ａ</td>\n",
       "      <td>1993-06-211993-06-21</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>F 批发零售F 批发零售</td>\n",
       "      <td>www.tellus.cnwww.tellus.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>000026000026</td>\n",
       "      <td>飞亚达Ａ飞亚达Ａ</td>\n",
       "      <td>飞亚达（集团）股份有限公司飞亚达（集团）股份有限公司</td>\n",
       "      <td>FIYTA  HOLDINGS  LTD.                         ...</td>\n",
       "      <td>广东省深圳市南山区高新南一道飞亚达科技大厦广东省深圳市南山区高新南一道飞亚达科技大厦</td>\n",
       "      <td>000026000026</td>\n",
       "      <td>飞亚达Ａ飞亚达Ａ</td>\n",
       "      <td>1993-06-031993-06-03</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>F 批发零售F 批发零售</td>\n",
       "      <td>www.fiytagroup.comwww.fiytagroup.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>000027000027</td>\n",
       "      <td>深圳能源深圳能源</td>\n",
       "      <td>深圳能源集团股份有限公司深圳能源集团股份有限公司</td>\n",
       "      <td>Shenzhen Energy Group Co., Ltd.               ...</td>\n",
       "      <td>广东省深圳市福田区金田路2026号能源大厦北塔楼9，29-31，34-41层广东省深圳市福田...</td>\n",
       "      <td>000027000027</td>\n",
       "      <td>深圳能源深圳能源</td>\n",
       "      <td>1993-09-031993-09-03</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>D 水电煤气D 水电煤气</td>\n",
       "      <td>www.sec.com.cnwww.sec.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>000028000028</td>\n",
       "      <td>国药一致国药一致</td>\n",
       "      <td>国药集团一致药业股份有限公司国药集团一致药业股份有限公司</td>\n",
       "      <td>China National Accord Medicines Corporation Lt...</td>\n",
       "      <td>广东省深圳市福田区八卦四路15号一致药业大楼广东省深圳市福田区八卦四路15号一致药业大楼</td>\n",
       "      <td>000028000028</td>\n",
       "      <td>国药一致国药一致</td>\n",
       "      <td>1993-08-091993-08-09</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>F 批发零售F 批发零售</td>\n",
       "      <td>www.szaccord.com.cnwww.szaccord.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>000029000029</td>\n",
       "      <td>深深房Ａ深深房Ａ</td>\n",
       "      <td>深圳经济特区房地产(集团)股份有限公司深圳经济特区房地产(集团)股份有限公司</td>\n",
       "      <td>ShenZhen Special Economic Zone Real Estate&amp;Pro...</td>\n",
       "      <td>广东省深圳市人民南路3005号深房广场47楼广东省深圳市人民南路3005号深房广场47楼</td>\n",
       "      <td>000029000029</td>\n",
       "      <td>深深房Ａ深深房Ａ</td>\n",
       "      <td>1993-09-151993-09-15</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>K 房地产K 房地产</td>\n",
       "      <td>www.sfjt.com.cnwww.sfjt.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>000030000030</td>\n",
       "      <td>富奥股份富奥股份</td>\n",
       "      <td>富奥汽车零部件股份有限公司富奥汽车零部件股份有限公司</td>\n",
       "      <td>FAWER Automotive Parts Limited Company        ...</td>\n",
       "      <td>吉林省长春市汽车经济技术开发区东风南街777号吉林省长春市汽车经济技术开发区东风南街777号</td>\n",
       "      <td>000030000030</td>\n",
       "      <td>富奥股份富奥股份</td>\n",
       "      <td>1993-09-291993-09-29</td>\n",
       "      <td>东北东北</td>\n",
       "      <td>吉林吉林</td>\n",
       "      <td>长春市长春市</td>\n",
       "      <td>C 制造业C 制造业</td>\n",
       "      <td>nannan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>000031000031</td>\n",
       "      <td>大悦城大悦城</td>\n",
       "      <td>大悦城控股集团股份有限公司大悦城控股集团股份有限公司</td>\n",
       "      <td>GRANDJOY HOLDINGS GROUP CO.,LTD.              ...</td>\n",
       "      <td>广东省深圳市宝安区新安街道3区龙井二路3号中粮地产集团中心第1层101室广东省深圳市宝安区新...</td>\n",
       "      <td>000031000031</td>\n",
       "      <td>大悦城大悦城</td>\n",
       "      <td>1993-10-081993-10-08</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>K 房地产K 房地产</td>\n",
       "      <td>www.cofco-property.cnwww.cofco-property.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>000032000032</td>\n",
       "      <td>深桑达Ａ深桑达Ａ</td>\n",
       "      <td>深圳市桑达实业股份有限公司深圳市桑达实业股份有限公司</td>\n",
       "      <td>SHENZHEN SED INDUSTRY CO.,LTD                 ...</td>\n",
       "      <td>广东省深圳市南山区科技园科技路1号桑达科技大厦15-17楼广东省深圳市南山区科技园科技路1号...</td>\n",
       "      <td>000032000032</td>\n",
       "      <td>深桑达Ａ深桑达Ａ</td>\n",
       "      <td>1993-10-281993-10-28</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>F 批发零售F 批发零售</td>\n",
       "      <td>www.sedind.comwww.sedind.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>000034000034</td>\n",
       "      <td>神州数码神州数码</td>\n",
       "      <td>神州数码集团股份有限公司神州数码集团股份有限公司</td>\n",
       "      <td>Digital China Group Co.,Ltd.                  ...</td>\n",
       "      <td>广东省深圳市南山区粤海街道科发路8号金融基地1栋11楼E1广东省深圳市南山区粤海街道科发路8...</td>\n",
       "      <td>000034000034</td>\n",
       "      <td>神州数码神州数码</td>\n",
       "      <td>1994-05-091994-05-09</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>F 批发零售F 批发零售</td>\n",
       "      <td>www.digitalchina.comwww.digitalchina.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>000035000035</td>\n",
       "      <td>中国天楹中国天楹</td>\n",
       "      <td>中国天楹股份有限公司中国天楹股份有限公司</td>\n",
       "      <td>China Tianying Inc.                           ...</td>\n",
       "      <td>江苏省南通市海安县城黄海大道（西）268号江苏省南通市海安县城黄海大道（西）268号</td>\n",
       "      <td>000035000035</td>\n",
       "      <td>中国天楹中国天楹</td>\n",
       "      <td>1994-04-081994-04-08</td>\n",
       "      <td>华东华东</td>\n",
       "      <td>江苏江苏</td>\n",
       "      <td>南通市南通市</td>\n",
       "      <td>N 公共环保N 公共环保</td>\n",
       "      <td>www.ctyi.com.cnwww.ctyi.com.cn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>000036000036</td>\n",
       "      <td>华联控股华联控股</td>\n",
       "      <td>华联控股股份有限公司华联控股股份有限公司</td>\n",
       "      <td>CHINA UNION HOLDINGS LTD.                     ...</td>\n",
       "      <td>广东省深圳市深南中路2008号华联大厦11层(1103-1109室)广东省深圳市深南中路20...</td>\n",
       "      <td>000036000036</td>\n",
       "      <td>华联控股华联控股</td>\n",
       "      <td>1994-06-171994-06-17</td>\n",
       "      <td>华南华南</td>\n",
       "      <td>广东广东</td>\n",
       "      <td>深圳市深圳市</td>\n",
       "      <td>K 房地产K 房地产</td>\n",
       "      <td>www.udcgroup.comwww.udcgroup.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <td>603939603939</td>\n",
       "      <td>益丰药房益丰药房</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603939603939</td>\n",
       "      <td>益丰药房益丰药房</td>\n",
       "      <td>2015-02-172015-02-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3601</th>\n",
       "      <td>603955603955</td>\n",
       "      <td>大千生态大千生态</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603955603955</td>\n",
       "      <td>大千生态大千生态</td>\n",
       "      <td>2017-03-102017-03-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602</th>\n",
       "      <td>603956603956</td>\n",
       "      <td>威派格威派格</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603956603956</td>\n",
       "      <td>威派格威派格</td>\n",
       "      <td>2019-02-222019-02-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>603958603958</td>\n",
       "      <td>哈森股份哈森股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603958603958</td>\n",
       "      <td>哈森股份哈森股份</td>\n",
       "      <td>2016-06-292016-06-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>603959603959</td>\n",
       "      <td>百利科技百利科技</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603959603959</td>\n",
       "      <td>百利科技百利科技</td>\n",
       "      <td>2016-05-172016-05-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>603960603960</td>\n",
       "      <td>克来机电克来机电</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603960603960</td>\n",
       "      <td>克来机电克来机电</td>\n",
       "      <td>2017-03-142017-03-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>603963603963</td>\n",
       "      <td>大理药业大理药业</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603963603963</td>\n",
       "      <td>大理药业大理药业</td>\n",
       "      <td>2017-09-222017-09-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>603966603966</td>\n",
       "      <td>法兰泰克法兰泰克</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603966603966</td>\n",
       "      <td>法兰泰克法兰泰克</td>\n",
       "      <td>2017-01-252017-01-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>603967603967</td>\n",
       "      <td>中创物流中创物流</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603967603967</td>\n",
       "      <td>中创物流中创物流</td>\n",
       "      <td>2019-04-292019-04-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>603968603968</td>\n",
       "      <td>醋化股份醋化股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603968603968</td>\n",
       "      <td>醋化股份醋化股份</td>\n",
       "      <td>2015-05-182015-05-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\n",
       "      <td>603969603969</td>\n",
       "      <td>银龙股份银龙股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603969603969</td>\n",
       "      <td>银龙股份银龙股份</td>\n",
       "      <td>2015-02-272015-02-27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>603970603970</td>\n",
       "      <td>中农立华中农立华</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603970603970</td>\n",
       "      <td>中农立华中农立华</td>\n",
       "      <td>2017-11-162017-11-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>603976603976</td>\n",
       "      <td>正川股份正川股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603976603976</td>\n",
       "      <td>正川股份正川股份</td>\n",
       "      <td>2017-08-222017-08-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\n",
       "      <td>603977603977</td>\n",
       "      <td>国泰集团国泰集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603977603977</td>\n",
       "      <td>国泰集团国泰集团</td>\n",
       "      <td>2016-11-112016-11-11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>603978603978</td>\n",
       "      <td>深圳新星深圳新星</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603978603978</td>\n",
       "      <td>深圳新星深圳新星</td>\n",
       "      <td>2017-08-072017-08-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>603979603979</td>\n",
       "      <td>金诚信金诚信</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603979603979</td>\n",
       "      <td>金诚信金诚信</td>\n",
       "      <td>2015-06-302015-06-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>603980603980</td>\n",
       "      <td>吉华集团吉华集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603980603980</td>\n",
       "      <td>吉华集团吉华集团</td>\n",
       "      <td>2017-06-152017-06-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\n",
       "      <td>603982603982</td>\n",
       "      <td>泉峰汽车泉峰汽车</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603982603982</td>\n",
       "      <td>泉峰汽车泉峰汽车</td>\n",
       "      <td>2019-05-222019-05-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\n",
       "      <td>603985603985</td>\n",
       "      <td>恒润股份恒润股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603985603985</td>\n",
       "      <td>恒润股份恒润股份</td>\n",
       "      <td>2017-05-052017-05-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\n",
       "      <td>603986603986</td>\n",
       "      <td>兆易创新兆易创新</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603986603986</td>\n",
       "      <td>兆易创新兆易创新</td>\n",
       "      <td>2016-08-182016-08-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\n",
       "      <td>603987603987</td>\n",
       "      <td>康德莱康德莱</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603987603987</td>\n",
       "      <td>康德莱康德莱</td>\n",
       "      <td>2016-11-212016-11-21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>603988603988</td>\n",
       "      <td>中电电机中电电机</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603988603988</td>\n",
       "      <td>中电电机中电电机</td>\n",
       "      <td>2014-11-042014-11-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>603989603989</td>\n",
       "      <td>艾华集团艾华集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603989603989</td>\n",
       "      <td>艾华集团艾华集团</td>\n",
       "      <td>2015-05-152015-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\n",
       "      <td>603990603990</td>\n",
       "      <td>麦迪科技麦迪科技</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603990603990</td>\n",
       "      <td>麦迪科技麦迪科技</td>\n",
       "      <td>2016-12-082016-12-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\n",
       "      <td>603991603991</td>\n",
       "      <td>至正股份至正股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603991603991</td>\n",
       "      <td>至正股份至正股份</td>\n",
       "      <td>2017-03-082017-03-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3625</th>\n",
       "      <td>603993603993</td>\n",
       "      <td>洛阳钼业洛阳钼业</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603993603993</td>\n",
       "      <td>洛阳钼业洛阳钼业</td>\n",
       "      <td>2012-10-092012-10-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3626</th>\n",
       "      <td>603996603996</td>\n",
       "      <td>ST中新ST中新</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603996603996</td>\n",
       "      <td>ST中新ST中新</td>\n",
       "      <td>2015-12-222015-12-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3627</th>\n",
       "      <td>603997603997</td>\n",
       "      <td>继峰股份继峰股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603997603997</td>\n",
       "      <td>继峰股份继峰股份</td>\n",
       "      <td>2015-03-022015-03-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3628</th>\n",
       "      <td>603998603998</td>\n",
       "      <td>方盛制药方盛制药</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603998603998</td>\n",
       "      <td>方盛制药方盛制药</td>\n",
       "      <td>2014-12-052014-12-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3629</th>\n",
       "      <td>603999603999</td>\n",
       "      <td>读者传媒读者传媒</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603999603999</td>\n",
       "      <td>读者传媒读者传媒</td>\n",
       "      <td>2015-12-102015-12-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3630 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       CompanyCode CompanyAbbr                         CompanyFullName  \\\n",
       "0     000001000001    平安银行平安银行                    平安银行股份有限公司平安银行股份有限公司   \n",
       "1     000002000002  万  科Ａ万  科Ａ                    万科企业股份有限公司万科企业股份有限公司   \n",
       "2     000004000004    国农科技国农科技            深圳中国农大科技股份有限公司深圳中国农大科技股份有限公司   \n",
       "3     000005000005    世纪星源世纪星源                深圳世纪星源股份有限公司深圳世纪星源股份有限公司   \n",
       "4     000006000006    深振业Ａ深振业Ａ          深圳市振业(集团)股份有限公司深圳市振业(集团)股份有限公司   \n",
       "5     000007000007      全新好全新好                深圳市全新好股份有限公司深圳市全新好股份有限公司   \n",
       "6     000008000008    神州高铁神州高铁                神州高铁技术股份有限公司神州高铁技术股份有限公司   \n",
       "7     000009000009    中国宝安中国宝安                中国宝安集团股份有限公司中国宝安集团股份有限公司   \n",
       "8     000010000010  *ST美丽*ST美丽                深圳美丽生态股份有限公司深圳美丽生态股份有限公司   \n",
       "9     000011000011    深物业A深物业A      深圳市物业发展(集团)股份有限公司深圳市物业发展(集团)股份有限公司   \n",
       "10    000012000012  南  玻Ａ南  玻Ａ                中国南玻集团股份有限公司中国南玻集团股份有限公司   \n",
       "11    000014000014    沙河股份沙河股份                    沙河实业股份有限公司沙河实业股份有限公司   \n",
       "12    000016000016    深康佳Ａ深康佳Ａ                    康佳集团股份有限公司康佳集团股份有限公司   \n",
       "13    000017000017    深中华A深中华A      深圳中华自行车(集团)股份有限公司深圳中华自行车(集团)股份有限公司   \n",
       "14    000018000018  *ST神城*ST神城                    神州长城股份有限公司神州长城股份有限公司   \n",
       "15    000019000019    深粮控股深粮控股              深圳市深粮控股股份有限公司深圳市深粮控股股份有限公司   \n",
       "16    000020000020    深华发Ａ深华发Ａ                深圳中恒华发股份有限公司深圳中恒华发股份有限公司   \n",
       "17    000021000021      深科技深科技            深圳长城开发科技股份有限公司深圳长城开发科技股份有限公司   \n",
       "18    000023000023    深天地Ａ深天地Ａ          深圳市天地(集团)股份有限公司深圳市天地(集团)股份有限公司   \n",
       "19    000025000025  特  力Ａ特  力Ａ          深圳市特力(集团)股份有限公司深圳市特力(集团)股份有限公司   \n",
       "20    000026000026    飞亚达Ａ飞亚达Ａ              飞亚达（集团）股份有限公司飞亚达（集团）股份有限公司   \n",
       "21    000027000027    深圳能源深圳能源                深圳能源集团股份有限公司深圳能源集团股份有限公司   \n",
       "22    000028000028    国药一致国药一致            国药集团一致药业股份有限公司国药集团一致药业股份有限公司   \n",
       "23    000029000029    深深房Ａ深深房Ａ  深圳经济特区房地产(集团)股份有限公司深圳经济特区房地产(集团)股份有限公司   \n",
       "24    000030000030    富奥股份富奥股份              富奥汽车零部件股份有限公司富奥汽车零部件股份有限公司   \n",
       "25    000031000031      大悦城大悦城              大悦城控股集团股份有限公司大悦城控股集团股份有限公司   \n",
       "26    000032000032    深桑达Ａ深桑达Ａ              深圳市桑达实业股份有限公司深圳市桑达实业股份有限公司   \n",
       "27    000034000034    神州数码神州数码                神州数码集团股份有限公司神州数码集团股份有限公司   \n",
       "28    000035000035    中国天楹中国天楹                    中国天楹股份有限公司中国天楹股份有限公司   \n",
       "29    000036000036    华联控股华联控股                    华联控股股份有限公司华联控股股份有限公司   \n",
       "...            ...         ...                                     ...   \n",
       "3600  603939603939    益丰药房益丰药房                                     NaN   \n",
       "3601  603955603955    大千生态大千生态                                     NaN   \n",
       "3602  603956603956      威派格威派格                                     NaN   \n",
       "3603  603958603958    哈森股份哈森股份                                     NaN   \n",
       "3604  603959603959    百利科技百利科技                                     NaN   \n",
       "3605  603960603960    克来机电克来机电                                     NaN   \n",
       "3606  603963603963    大理药业大理药业                                     NaN   \n",
       "3607  603966603966    法兰泰克法兰泰克                                     NaN   \n",
       "3608  603967603967    中创物流中创物流                                     NaN   \n",
       "3609  603968603968    醋化股份醋化股份                                     NaN   \n",
       "3610  603969603969    银龙股份银龙股份                                     NaN   \n",
       "3611  603970603970    中农立华中农立华                                     NaN   \n",
       "3612  603976603976    正川股份正川股份                                     NaN   \n",
       "3613  603977603977    国泰集团国泰集团                                     NaN   \n",
       "3614  603978603978    深圳新星深圳新星                                     NaN   \n",
       "3615  603979603979      金诚信金诚信                                     NaN   \n",
       "3616  603980603980    吉华集团吉华集团                                     NaN   \n",
       "3617  603982603982    泉峰汽车泉峰汽车                                     NaN   \n",
       "3618  603985603985    恒润股份恒润股份                                     NaN   \n",
       "3619  603986603986    兆易创新兆易创新                                     NaN   \n",
       "3620  603987603987      康德莱康德莱                                     NaN   \n",
       "3621  603988603988    中电电机中电电机                                     NaN   \n",
       "3622  603989603989    艾华集团艾华集团                                     NaN   \n",
       "3623  603990603990    麦迪科技麦迪科技                                     NaN   \n",
       "3624  603991603991    至正股份至正股份                                     NaN   \n",
       "3625  603993603993    洛阳钼业洛阳钼业                                     NaN   \n",
       "3626  603996603996    ST中新ST中新                                     NaN   \n",
       "3627  603997603997    继峰股份继峰股份                                     NaN   \n",
       "3628  603998603998    方盛制药方盛制药                                     NaN   \n",
       "3629  603999603999    读者传媒读者传媒                                     NaN   \n",
       "\n",
       "                                     CompanyEnglishName  \\\n",
       "0     Ping An Bank Co., Ltd.                        ...   \n",
       "1     CHINA VANKE CO., LTD.                         ...   \n",
       "2     SHENZHEN CAU TECHNOLOGY CO., LTD              ...   \n",
       "3     SHENZHEN FOUNTAIN CORPORATION                 ...   \n",
       "4     SHENZHEN ZHENYE(GROUP) CO.,LTD.               ...   \n",
       "5     SHENZHEN Quanxinhao CO., LTD.                 ...   \n",
       "6     China High-Speed Railway Technology Co., Ltd. ...   \n",
       "7     CHINA BAOAN GROUP CO., LTD.                   ...   \n",
       "8     SHENZHEN ECOBEAUTY CO., LTD.                  ...   \n",
       "9     ShenZhen Properties & Resources Development (G...   \n",
       "10    CSG HOLDING CO.,LTD.                          ...   \n",
       "11    SHAHE INDUSTRIAL CO.,LTD.                     ...   \n",
       "12    KONKA GROUP CO.,LTD                           ...   \n",
       "13    SHENZHEN CHINA BICYCLE COMPANY(HOLDINGS) LIMIT...   \n",
       "14    Sino Great Wall Co.,Ltd.                      ...   \n",
       "15    SHENZHEN CEREALS HOLDINGS CO.,LTD.            ...   \n",
       "16    SHENZHEN ZHONGHENG HUAFA CO., LTD.            ...   \n",
       "17    SHENZHEN KAIFA TECHNOLOGY CO., LTD            ...   \n",
       "18    SHENZHEN UNIVERSE (GROUP)CO.,LTD              ...   \n",
       "19    Shenzhen Tellus Holding Co.,Ltd               ...   \n",
       "20    FIYTA  HOLDINGS  LTD.                         ...   \n",
       "21    Shenzhen Energy Group Co., Ltd.               ...   \n",
       "22    China National Accord Medicines Corporation Lt...   \n",
       "23    ShenZhen Special Economic Zone Real Estate&Pro...   \n",
       "24    FAWER Automotive Parts Limited Company        ...   \n",
       "25    GRANDJOY HOLDINGS GROUP CO.,LTD.              ...   \n",
       "26    SHENZHEN SED INDUSTRY CO.,LTD                 ...   \n",
       "27    Digital China Group Co.,Ltd.                  ...   \n",
       "28    China Tianying Inc.                           ...   \n",
       "29    CHINA UNION HOLDINGS LTD.                     ...   \n",
       "...                                                 ...   \n",
       "3600                                                NaN   \n",
       "3601                                                NaN   \n",
       "3602                                                NaN   \n",
       "3603                                                NaN   \n",
       "3604                                                NaN   \n",
       "3605                                                NaN   \n",
       "3606                                                NaN   \n",
       "3607                                                NaN   \n",
       "3608                                                NaN   \n",
       "3609                                                NaN   \n",
       "3610                                                NaN   \n",
       "3611                                                NaN   \n",
       "3612                                                NaN   \n",
       "3613                                                NaN   \n",
       "3614                                                NaN   \n",
       "3615                                                NaN   \n",
       "3616                                                NaN   \n",
       "3617                                                NaN   \n",
       "3618                                                NaN   \n",
       "3619                                                NaN   \n",
       "3620                                                NaN   \n",
       "3621                                                NaN   \n",
       "3622                                                NaN   \n",
       "3623                                                NaN   \n",
       "3624                                                NaN   \n",
       "3625                                                NaN   \n",
       "3626                                                NaN   \n",
       "3627                                                NaN   \n",
       "3628                                                NaN   \n",
       "3629                                                NaN   \n",
       "\n",
       "                                           RegisterAddr    AStockCode  \\\n",
       "0                  广东省深圳市罗湖区深南东路5047号广东省深圳市罗湖区深南东路5047号  000001000001   \n",
       "1          广东省深圳市盐田区大梅沙环梅路33号万科中心广东省深圳市盐田区大梅沙环梅路33号万科中心  000002000002   \n",
       "2     广东省深圳市南山区中心路（深圳湾段）3333号中铁南方总部大厦503室广东省深圳市南山区中心...  000004000004   \n",
       "3                广东省深圳市人民南路发展中心大厦13层广东省深圳市人民南路发展中心大厦13层  000005000005   \n",
       "4     广东省深圳市罗湖区宝安南路2014号振业大厦A座31层广东省深圳市罗湖区宝安南路2014号振...  000006000006   \n",
       "5     广东省深圳市福田区梅林街道梅康路8号理想时代大厦6楼广东省深圳市福田区梅林街道梅康路8号理想...  000007000007   \n",
       "6     北京市海淀区高梁桥斜街59号院1号楼16层1606北京市海淀区高梁桥斜街59号院1号楼16层...  000008000008   \n",
       "7     广东省深圳市笋岗东路1002号宝安广场A座28-29层广东省深圳市笋岗东路1002号宝安广场...  000009000009   \n",
       "8     广东省深圳市宝安区西乡街道宝安桃花源科技创新园主园A栋孵化大楼321-322室广东省深圳市宝...  000010000010   \n",
       "9              广东省深圳市人民南路国贸大厦39、42层广东省深圳市人民南路国贸大厦39、42层  000011000011   \n",
       "10                 广东省深圳市蛇口工业六路一号南玻大厦广东省深圳市蛇口工业六路一号南玻大厦  000012000012   \n",
       "11         广东省深圳市南山区白石路2222号沙河世纪楼广东省深圳市南山区白石路2222号沙河世纪楼  000014000014   \n",
       "12    广东省深圳市南山区粤海街道科技园科技南十二路28号康佳研发大厦15-24层广东省深圳市南山区...  000016000016   \n",
       "13                         广东省深圳市布心路3008号广东省深圳市布心路3008号  000017000017   \n",
       "14       广东省深圳市大鹏新区葵涌街道白石岗葵鹏路26号广东省深圳市大鹏新区葵涌街道白石岗葵鹏路26号  000018000018   \n",
       "15    广东省深圳市南山区粤海街道学府路科技园南区软件产业基地4栋B座8层广东省深圳市南山区粤海街道...  000019000019   \n",
       "16                   广东省深圳市福田区华发北路411幢广东省深圳市福田区华发北路411幢  000020000020   \n",
       "17                   广东省深圳市福田区彩田路7006号广东省深圳市福田区彩田路7006号  000021000021   \n",
       "18    广东省深圳市高新技术产业园北区朗山路东物商业大楼10楼广东省深圳市高新技术产业园北区朗山路东...  000023000023   \n",
       "19                         广东省深圳市深南中路中核大厦广东省深圳市深南中路中核大厦  000025000025   \n",
       "20           广东省深圳市南山区高新南一道飞亚达科技大厦广东省深圳市南山区高新南一道飞亚达科技大厦  000026000026   \n",
       "21    广东省深圳市福田区金田路2026号能源大厦北塔楼9，29-31，34-41层广东省深圳市福田...  000027000027   \n",
       "22         广东省深圳市福田区八卦四路15号一致药业大楼广东省深圳市福田区八卦四路15号一致药业大楼  000028000028   \n",
       "23         广东省深圳市人民南路3005号深房广场47楼广东省深圳市人民南路3005号深房广场47楼  000029000029   \n",
       "24       吉林省长春市汽车经济技术开发区东风南街777号吉林省长春市汽车经济技术开发区东风南街777号  000030000030   \n",
       "25    广东省深圳市宝安区新安街道3区龙井二路3号中粮地产集团中心第1层101室广东省深圳市宝安区新...  000031000031   \n",
       "26    广东省深圳市南山区科技园科技路1号桑达科技大厦15-17楼广东省深圳市南山区科技园科技路1号...  000032000032   \n",
       "27    广东省深圳市南山区粤海街道科发路8号金融基地1栋11楼E1广东省深圳市南山区粤海街道科发路8...  000034000034   \n",
       "28           江苏省南通市海安县城黄海大道（西）268号江苏省南通市海安县城黄海大道（西）268号  000035000035   \n",
       "29    广东省深圳市深南中路2008号华联大厦11层(1103-1109室)广东省深圳市深南中路20...  000036000036   \n",
       "...                                                 ...           ...   \n",
       "3600                                                NaN  603939603939   \n",
       "3601                                                NaN  603955603955   \n",
       "3602                                                NaN  603956603956   \n",
       "3603                                                NaN  603958603958   \n",
       "3604                                                NaN  603959603959   \n",
       "3605                                                NaN  603960603960   \n",
       "3606                                                NaN  603963603963   \n",
       "3607                                                NaN  603966603966   \n",
       "3608                                                NaN  603967603967   \n",
       "3609                                                NaN  603968603968   \n",
       "3610                                                NaN  603969603969   \n",
       "3611                                                NaN  603970603970   \n",
       "3612                                                NaN  603976603976   \n",
       "3613                                                NaN  603977603977   \n",
       "3614                                                NaN  603978603978   \n",
       "3615                                                NaN  603979603979   \n",
       "3616                                                NaN  603980603980   \n",
       "3617                                                NaN  603982603982   \n",
       "3618                                                NaN  603985603985   \n",
       "3619                                                NaN  603986603986   \n",
       "3620                                                NaN  603987603987   \n",
       "3621                                                NaN  603988603988   \n",
       "3622                                                NaN  603989603989   \n",
       "3623                                                NaN  603990603990   \n",
       "3624                                                NaN  603991603991   \n",
       "3625                                                NaN  603993603993   \n",
       "3626                                                NaN  603996603996   \n",
       "3627                                                NaN  603997603997   \n",
       "3628                                                NaN  603998603998   \n",
       "3629                                                NaN  603999603999   \n",
       "\n",
       "      AStockAbbr               IpoDate  Area Province    City      Industry  \\\n",
       "0       平安银行平安银行  1991-04-031991-04-03  华南华南     广东广东  深圳市深圳市    J 金融业J 金融业   \n",
       "1     万  科Ａ万  科Ａ  1991-01-291991-01-29  华南华南     广东广东  深圳市深圳市    K 房地产K 房地产   \n",
       "2       国农科技国农科技  1990-12-011990-12-01  华南华南     广东广东  深圳市深圳市    C 制造业C 制造业   \n",
       "3       世纪星源世纪星源  1990-12-101990-12-10  华南华南     广东广东  深圳市深圳市  N 公共环保N 公共环保   \n",
       "4       深振业Ａ深振业Ａ  1992-04-271992-04-27  华南华南     广东广东  深圳市深圳市    K 房地产K 房地产   \n",
       "5         全新好全新好  1992-04-131992-04-13  华南华南     广东广东  深圳市深圳市    K 房地产K 房地产   \n",
       "6       神州高铁神州高铁  1992-05-071992-05-07  华北华北     北京北京  北京市北京市    C 制造业C 制造业   \n",
       "7       中国宝安中国宝安  1991-06-251991-06-25  华南华南     广东广东  深圳市深圳市      S 综合S 综合   \n",
       "8     *ST美丽*ST美丽  1995-10-271995-10-27  华南华南     广东广东  深圳市深圳市    E 建筑业E 建筑业   \n",
       "9       深物业A深物业A  1992-03-301992-03-30  华南华南     广东广东  深圳市深圳市    K 房地产K 房地产   \n",
       "10    南  玻Ａ南  玻Ａ  1992-02-281992-02-28  华南华南     广东广东  深圳市深圳市    C 制造业C 制造业   \n",
       "11      沙河股份沙河股份  1992-06-021992-06-02  华南华南     广东广东  深圳市深圳市    K 房地产K 房地产   \n",
       "12      深康佳Ａ深康佳Ａ  1992-03-271992-03-27  华南华南     广东广东  深圳市深圳市    C 制造业C 制造业   \n",
       "13      深中华A深中华A  1992-03-311992-03-31  华南华南     广东广东  深圳市深圳市    C 制造业C 制造业   \n",
       "14    *ST神城*ST神城  1992-06-161992-06-16  华南华南     广东广东  深圳市深圳市    E 建筑业E 建筑业   \n",
       "15      深粮控股深粮控股  1992-10-121992-10-12  华南华南     广东广东  深圳市深圳市  F 批发零售F 批发零售   \n",
       "16      深华发Ａ深华发Ａ  1992-04-281992-04-28  华南华南     广东广东  深圳市深圳市    C 制造业C 制造业   \n",
       "17        深科技深科技  1994-02-021994-02-02  华南华南     广东广东  深圳市深圳市    C 制造业C 制造业   \n",
       "18      深天地Ａ深天地Ａ  1993-04-291993-04-29  华南华南     广东广东  深圳市深圳市    C 制造业C 制造业   \n",
       "19    特  力Ａ特  力Ａ  1993-06-211993-06-21  华南华南     广东广东  深圳市深圳市  F 批发零售F 批发零售   \n",
       "20      飞亚达Ａ飞亚达Ａ  1993-06-031993-06-03  华南华南     广东广东  深圳市深圳市  F 批发零售F 批发零售   \n",
       "21      深圳能源深圳能源  1993-09-031993-09-03  华南华南     广东广东  深圳市深圳市  D 水电煤气D 水电煤气   \n",
       "22      国药一致国药一致  1993-08-091993-08-09  华南华南     广东广东  深圳市深圳市  F 批发零售F 批发零售   \n",
       "23      深深房Ａ深深房Ａ  1993-09-151993-09-15  华南华南     广东广东  深圳市深圳市    K 房地产K 房地产   \n",
       "24      富奥股份富奥股份  1993-09-291993-09-29  东北东北     吉林吉林  长春市长春市    C 制造业C 制造业   \n",
       "25        大悦城大悦城  1993-10-081993-10-08  华南华南     广东广东  深圳市深圳市    K 房地产K 房地产   \n",
       "26      深桑达Ａ深桑达Ａ  1993-10-281993-10-28  华南华南     广东广东  深圳市深圳市  F 批发零售F 批发零售   \n",
       "27      神州数码神州数码  1994-05-091994-05-09  华南华南     广东广东  深圳市深圳市  F 批发零售F 批发零售   \n",
       "28      中国天楹中国天楹  1994-04-081994-04-08  华东华东     江苏江苏  南通市南通市  N 公共环保N 公共环保   \n",
       "29      华联控股华联控股  1994-06-171994-06-17  华南华南     广东广东  深圳市深圳市    K 房地产K 房地产   \n",
       "...          ...                   ...   ...      ...     ...           ...   \n",
       "3600    益丰药房益丰药房  2015-02-172015-02-17   NaN      NaN     NaN           NaN   \n",
       "3601    大千生态大千生态  2017-03-102017-03-10   NaN      NaN     NaN           NaN   \n",
       "3602      威派格威派格  2019-02-222019-02-22   NaN      NaN     NaN           NaN   \n",
       "3603    哈森股份哈森股份  2016-06-292016-06-29   NaN      NaN     NaN           NaN   \n",
       "3604    百利科技百利科技  2016-05-172016-05-17   NaN      NaN     NaN           NaN   \n",
       "3605    克来机电克来机电  2017-03-142017-03-14   NaN      NaN     NaN           NaN   \n",
       "3606    大理药业大理药业  2017-09-222017-09-22   NaN      NaN     NaN           NaN   \n",
       "3607    法兰泰克法兰泰克  2017-01-252017-01-25   NaN      NaN     NaN           NaN   \n",
       "3608    中创物流中创物流  2019-04-292019-04-29   NaN      NaN     NaN           NaN   \n",
       "3609    醋化股份醋化股份  2015-05-182015-05-18   NaN      NaN     NaN           NaN   \n",
       "3610    银龙股份银龙股份  2015-02-272015-02-27   NaN      NaN     NaN           NaN   \n",
       "3611    中农立华中农立华  2017-11-162017-11-16   NaN      NaN     NaN           NaN   \n",
       "3612    正川股份正川股份  2017-08-222017-08-22   NaN      NaN     NaN           NaN   \n",
       "3613    国泰集团国泰集团  2016-11-112016-11-11   NaN      NaN     NaN           NaN   \n",
       "3614    深圳新星深圳新星  2017-08-072017-08-07   NaN      NaN     NaN           NaN   \n",
       "3615      金诚信金诚信  2015-06-302015-06-30   NaN      NaN     NaN           NaN   \n",
       "3616    吉华集团吉华集团  2017-06-152017-06-15   NaN      NaN     NaN           NaN   \n",
       "3617    泉峰汽车泉峰汽车  2019-05-222019-05-22   NaN      NaN     NaN           NaN   \n",
       "3618    恒润股份恒润股份  2017-05-052017-05-05   NaN      NaN     NaN           NaN   \n",
       "3619    兆易创新兆易创新  2016-08-182016-08-18   NaN      NaN     NaN           NaN   \n",
       "3620      康德莱康德莱  2016-11-212016-11-21   NaN      NaN     NaN           NaN   \n",
       "3621    中电电机中电电机  2014-11-042014-11-04   NaN      NaN     NaN           NaN   \n",
       "3622    艾华集团艾华集团  2015-05-152015-05-15   NaN      NaN     NaN           NaN   \n",
       "3623    麦迪科技麦迪科技  2016-12-082016-12-08   NaN      NaN     NaN           NaN   \n",
       "3624    至正股份至正股份  2017-03-082017-03-08   NaN      NaN     NaN           NaN   \n",
       "3625    洛阳钼业洛阳钼业  2012-10-092012-10-09   NaN      NaN     NaN           NaN   \n",
       "3626    ST中新ST中新  2015-12-222015-12-22   NaN      NaN     NaN           NaN   \n",
       "3627    继峰股份继峰股份  2015-03-022015-03-02   NaN      NaN     NaN           NaN   \n",
       "3628    方盛制药方盛制药  2014-12-052014-12-05   NaN      NaN     NaN           NaN   \n",
       "3629    读者传媒读者传媒  2015-12-102015-12-10   NaN      NaN     NaN           NaN   \n",
       "\n",
       "                                             Website  \n",
       "0             www.bank.pingan.comwww.bank.pingan.com  \n",
       "1                         www.vanke.comwww.vanke.com  \n",
       "2                     www.sz000004.cnwww.sz000004.cn  \n",
       "3             www.fountain.com.cnwww.fountain.com.cn  \n",
       "4                       www.zhenye.comwww.zhenye.com  \n",
       "5                                             nannan  \n",
       "6     www.shenzhou-gaotie.comwww.shenzhou-gaotie.com  \n",
       "7               www.chinabaoan.comwww.chinabaoan.com  \n",
       "8                                             nannan  \n",
       "9                 www.szwuye.com.cnwww.szwuye.com.cn  \n",
       "10              www.csgholding.comwww.csgholding.com  \n",
       "11                          www.shahe.cnwww.shahe.cn  \n",
       "12                        www.konka.comwww.konka.com  \n",
       "13                      www.cbc.com.cnwww.cbc.com.cn  \n",
       "14                        www.sgwde.comwww.sgwde.com  \n",
       "15                  www.slkg1949.comwww.slkg1949.com  \n",
       "16                  www.hwafa.com.cnwww.hwafa.com.cn  \n",
       "17                  www.kaifa.com.cnwww.kaifa.com.cn  \n",
       "18                        www.000023.cnwww.000023.cn  \n",
       "19                        www.tellus.cnwww.tellus.cn  \n",
       "20              www.fiytagroup.comwww.fiytagroup.com  \n",
       "21                      www.sec.com.cnwww.sec.com.cn  \n",
       "22            www.szaccord.com.cnwww.szaccord.com.cn  \n",
       "23                    www.sfjt.com.cnwww.sfjt.com.cn  \n",
       "24                                            nannan  \n",
       "25        www.cofco-property.cnwww.cofco-property.cn  \n",
       "26                      www.sedind.comwww.sedind.com  \n",
       "27          www.digitalchina.comwww.digitalchina.com  \n",
       "28                    www.ctyi.com.cnwww.ctyi.com.cn  \n",
       "29                  www.udcgroup.comwww.udcgroup.com  \n",
       "...                                              ...  \n",
       "3600                                             NaN  \n",
       "3601                                             NaN  \n",
       "3602                                             NaN  \n",
       "3603                                             NaN  \n",
       "3604                                             NaN  \n",
       "3605                                             NaN  \n",
       "3606                                             NaN  \n",
       "3607                                             NaN  \n",
       "3608                                             NaN  \n",
       "3609                                             NaN  \n",
       "3610                                             NaN  \n",
       "3611                                             NaN  \n",
       "3612                                             NaN  \n",
       "3613                                             NaN  \n",
       "3614                                             NaN  \n",
       "3615                                             NaN  \n",
       "3616                                             NaN  \n",
       "3617                                             NaN  \n",
       "3618                                             NaN  \n",
       "3619                                             NaN  \n",
       "3620                                             NaN  \n",
       "3621                                             NaN  \n",
       "3622                                             NaN  \n",
       "3623                                             NaN  \n",
       "3624                                             NaN  \n",
       "3625                                             NaN  \n",
       "3626                                             NaN  \n",
       "3627                                             NaN  \n",
       "3628                                             NaN  \n",
       "3629                                             NaN  \n",
       "\n",
       "[3630 rows x 13 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "database_df.apply(lambda x:x*2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Derek\\Anaconda3\\lib\\site-packages\\matplotlib\\__init__.py:886: MatplotlibDeprecationWarning: \n",
      "examples.directory is deprecated; in the future, examples will be found relative to the 'datapath' directory.\n",
      "  \"found relative to the 'datapath' directory.\".format(key))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "KeysView(RcParams({'_internal.classic_mode': False,\n",
       "          'agg.path.chunksize': 0,\n",
       "          'animation.avconv_args': [],\n",
       "          'animation.avconv_path': 'avconv',\n",
       "          'animation.bitrate': -1,\n",
       "          'animation.codec': 'h264',\n",
       "          'animation.convert_args': [],\n",
       "          'animation.convert_path': 'convert',\n",
       "          'animation.embed_limit': 20.0,\n",
       "          'animation.ffmpeg_args': [],\n",
       "          'animation.ffmpeg_path': 'ffmpeg',\n",
       "          'animation.frame_format': 'png',\n",
       "          'animation.html': 'none',\n",
       "          'animation.html_args': [],\n",
       "          'animation.writer': 'ffmpeg',\n",
       "          'axes.autolimit_mode': 'data',\n",
       "          'axes.axisbelow': 'line',\n",
       "          'axes.edgecolor': 'black',\n",
       "          'axes.facecolor': 'white',\n",
       "          'axes.formatter.limits': [-7, 7],\n",
       "          'axes.formatter.min_exponent': 0,\n",
       "          'axes.formatter.offset_threshold': 4,\n",
       "          'axes.formatter.use_locale': False,\n",
       "          'axes.formatter.use_mathtext': False,\n",
       "          'axes.formatter.useoffset': True,\n",
       "          'axes.grid': False,\n",
       "          'axes.grid.axis': 'both',\n",
       "          'axes.grid.which': 'major',\n",
       "          'axes.labelcolor': 'black',\n",
       "          'axes.labelpad': 4.0,\n",
       "          'axes.labelsize': 'medium',\n",
       "          'axes.labelweight': 'normal',\n",
       "          'axes.linewidth': 0.8,\n",
       "          'axes.prop_cycle': cycler('color', ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']),\n",
       "          'axes.spines.bottom': True,\n",
       "          'axes.spines.left': True,\n",
       "          'axes.spines.right': True,\n",
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       "          'boxplot.showbox': True,\n",
       "          'boxplot.showcaps': True,\n",
       "          'boxplot.showfliers': True,\n",
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       "          'datapath': 'C:\\\\Users\\\\Derek\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\mpl-data',\n",
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       "          'date.autoformatter.microsecond': '%M:%S.%f',\n",
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       "          'date.autoformatter.second': '%H:%M:%S',\n",
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       "          'xtick.labelbottom': True,\n",
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       "          'xtick.major.size': 3.5,\n",
       "          'xtick.major.top': True,\n",
       "          'xtick.major.width': 0.8,\n",
       "          'xtick.minor.bottom': True,\n",
       "          'xtick.minor.pad': 3.4,\n",
       "          'xtick.minor.size': 2.0,\n",
       "          'xtick.minor.top': True,\n",
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       "          'ytick.alignment': 'center_baseline',\n",
       "          'ytick.color': 'black',\n",
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       "          'ytick.labelsize': 'medium',\n",
       "          'ytick.left': True,\n",
       "          'ytick.major.left': True,\n",
       "          'ytick.major.pad': 3.5,\n",
       "          'ytick.major.right': True,\n",
       "          'ytick.major.size': 3.5,\n",
       "          'ytick.major.width': 0.8,\n",
       "          'ytick.minor.left': True,\n",
       "          'ytick.minor.pad': 3.4,\n",
       "          'ytick.minor.right': True,\n",
       "          'ytick.minor.size': 2.0,\n",
       "          'ytick.minor.visible': False,\n",
       "          'ytick.minor.width': 0.6,\n",
       "          'ytick.right': False}))"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.rcParams.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams.update({'figure.figsize':(10,8),'font.size':20})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "database_df.to_csv('../data/shanghai_stocks_updated.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "database_df.to_excel('../data/shenzhen_stocks_updated.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "database_df.to_json('../data/shanghai_stocks——updated.json')"
   ]
  }
 ],
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